TADA! Tuning Audio Diffusion Models through Activation Steering
Paper • 2602.11910 • Published • 2
original_feature stringclasses 21
values | clean_prompt stringlengths 37 749 | corrupted_prompt stringlengths 37 749 |
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female | The low quality recording features a ballad song that contains sustained strings, mellow piano melody and soft female vocal singing over it. It sounds sad and soulful, like something you would hear at Sunday services. | The low quality recording features a ballad song that contains sustained strings, mellow piano melody and soft male vocal singing over it. It sounds sad and soulful, like something you would hear at Sunday services. |
female | The Pop song features a soft female vocal singing over sustained pulsating synth lead, mellow piano melody, sustained synth brass, punchy kick, claps. tinny wide hi hats and high pitched female vocal melody. It sounds emotional, sad, passionate and like something you would hear on a radio. | The Pop song features a soft male vocal singing over sustained pulsating synth lead, mellow piano melody, sustained synth brass, punchy kick, claps. tinny wide hi hats and high pitched male vocal melody. It sounds emotional, sad, passionate and like something you would hear on a radio. |
female | This is a Christmas music piece with heavy influences from Celtic music. There is a female vocalist singing melodically as the lead. The melodic background is provided by the strings and the piano and at the same time Celtic instruments that resemble a harp and a dulcimer. There is a calming and positive aura to this p... | This is a Christmas music piece with heavy influences from Celtic music. There is a male vocalist singing melodically as the lead. The melodic background is provided by the strings and the piano and at the same time Celtic instruments that resemble a harp and a dulcimer. There is a calming and positive aura to this pie... |
female | This is an amateur recording of a female voice beatboxing. It is a funny recording. It could be playing in the background of comedic social media content. | This is an amateur recording of a male voice beatboxing. It is a funny recording. It could be playing in the background of comedic social media content. |
female | The low quality recording features a live performance of a R&B song that consists of a mellow piano melody and an emotional female vocal singing over it. There are some noises in the recording, alongside lip smack noise. | The low quality recording features a live performance of a R&B song that consists of a mellow piano melody and an emotional male vocal singing over it. There are some noises in the recording, alongside lip smack noise. |
female | The low quality recording features a classical live performance of sustained violin melody, shimmering hi hats, electric guitar melody, theremin solo melody and subtle female vocals at the end of the loop. There are some crowd clapping sounds in the background. It is noisy, in mono and it sounds passionate and emotiona... | The low quality recording features a classical live performance of sustained violin melody, shimmering hi hats, electric guitar melody, theremin solo melody and subtle male vocals at the end of the loop. There are some crowd clapping sounds in the background. It is noisy, in mono and it sounds passionate and emotional. |
female | A female vocalist sings this mellifluous song.The tempo is slow with the vocalist singing a soprano, with alto choral harmony. There are sounds of rustling, whirring,scuttling and people talking in the background. The vocals are beautiful, mellifluous,and ethereal. | A male vocalist sings this mellifluous song.The tempo is slow with the vocalist singing a soprano, with alto choral harmony. There are sounds of rustling, whirring,scuttling and people talking in the background. The vocals are beautiful, mellifluous,and ethereal. |
female | Two female voices are singing in harmony to a ukulele strumming chords. One of the voices is deeper and the other one higher. This song may be jamming together at home. | Two male voices are singing in harmony to a ukulele strumming chords. One of the voices is deeper and the other one higher. This song may be jamming together at home. |
female | This slow ballad features a female voice singing the main melody. This is accompanied by a repetitive piano melody. The bass plays the root notes of the chords in staccato style in eighth note patterns. Synth horns play in the background at different pitches. The song has an ambient and ethereal feel. The mood of the s... | This slow ballad features a male voice singing the main melody. This is accompanied by a repetitive piano melody. The bass plays the root notes of the chords in staccato style in eighth note patterns. Synth horns play in the background at different pitches. The song has an ambient and ethereal feel. The mood of the son... |
female | The Electro Pop song features a flat female vocal, occasionally supported by wide background female doubling vocals, singing over quiet drums, groovy and boomy bass, arpeggiated synth melody and some sound effects of the airplane and the explosion. In the second part, the drums cut through the mix more, therefore they ... | The Electro Pop song features a flat male vocal, occasionally supported by wide background male doubling vocals, singing over quiet drums, groovy and boomy bass, arpeggiated synth melody and some sound effects of the airplane and the explosion. In the second part, the drums cut through the mix more, therefore they are ... |
female | This song features a female voice singing in opera style using only vocables and no words. This is accompanied by violins playing eighth note patterns that change according to the chords being played. The bass follows the root notes of the chords. A muted guitar or string instrument plays arpeggiated chords. This song ... | This song features a male voice singing in opera style using only vocables and no words. This is accompanied by violins playing eighth note patterns that change according to the chords being played. The bass follows the root notes of the chords. A muted guitar or string instrument plays arpeggiated chords. This song ca... |
female | The Soft Rock song features a passionate female vocalist singing over a wide electric guitar melody, punchy snare, soft kick hits, groovy bass guitar and shimmering hi-hats. It sounds sad, emotional and passionate - like something you would listen to on a day you are feeling down. | The Soft Rock song features a passionate male vocalist singing over a wide electric guitar melody, punchy snare, soft kick hits, groovy bass guitar and shimmering hi-hats. It sounds sad, emotional and passionate - like something you would listen to on a day you are feeling down. |
female | A female vocalist sings this soprano solo. The tempo is slow with a classic orchestral accompaniment of violin harmony, an intense incessant cello melody, brass instrument and organ. The song is an intense, emotional, beseeching, sad, and imploring classic opera . | A male vocalist sings this soprano solo. The tempo is slow with a classic orchestral accompaniment of violin harmony, an intense incessant cello melody, brass instrument and organ. The song is an intense, emotional, beseeching, sad, and imploring classic opera . |
female | The low quality recording features a folk song that consists of a passionate female vocal singing over harmonica solo, groovy bass, shimmering hi hats, punchy snare, boomy kicks, groovy electric guitar melody and some claps. It sounds passionate and joyful. | The low quality recording features a folk song that consists of a passionate male vocal singing over harmonica solo, groovy bass, shimmering hi hats, punchy snare, boomy kicks, groovy electric guitar melody and some claps. It sounds passionate and joyful. |
female | A female singer sings and chants with Emily. The tempo is fast with a quick drumming rhythm, percussive bass line, strong drumming rhythm and keyboard accompaniment. The song is exciting and energetic. The song is an anime show soundtrack. | A male singer sings and chants with Emily. The tempo is fast with a quick drumming rhythm, percussive bass line, strong drumming rhythm and keyboard accompaniment. The song is exciting and energetic. The song is an anime show soundtrack. |
female | This is a teen pop music piece. There is a teen female vocalist singing melodically. The main tune is being played by the acoustic guitar. There is a bass guitar playing in the background. The electronic drums provide the rhythmic background. The piece has an easygoing atmosphere. This piece could be an opening theme f... | This is a teen pop music piece. There is a teen male vocalist singing melodically. The main tune is being played by the acoustic guitar. There is a bass guitar playing in the background. The electronic drums provide the rhythmic background. The piece has an easygoing atmosphere. This piece could be an opening theme for... |
female | The female voice sings in the mid range. The drums is playing a fast rock/hiphop groove along with an acoustic bass breaking along with it into another part of the song. One of the e-guitars is playing some chords running through a strong tremolo effect. While the other guitar sounds distorted and takes the lead. One i... | The male voice sings in the mid range. The drums is playing a fast rock/hiphop groove along with an acoustic bass breaking along with it into another part of the song. One of the e-guitars is playing some chords running through a strong tremolo effect. While the other guitar sounds distorted and takes the lead. One is ... |
female | A female voice is singing in a higher pitch sounding melancholic. A digital drum is playing an unusual rhythm along with a soft sub bass and loud repeating digital industrial noises. This song may be playing in a post-apocalyptic video game-sequence. | A male voice is singing in a higher pitch sounding melancholic. A digital drum is playing an unusual rhythm along with a soft sub bass and loud repeating digital industrial noises. This song may be playing in a post-apocalyptic video game-sequence. |
female | This song contains a female voice singing along to a digital drum playing a four on the floor beat with a kick on every beat and a hi hat on the backbeat. A digital bass and long digital pad sounds are creating an atmosphere. This song may be playing on a tv-show. | This song contains a male voice singing along to a digital drum playing a four on the floor beat with a kick on every beat and a hi hat on the backbeat. A digital bass and long digital pad sounds are creating an atmosphere. This song may be playing on a tv-show. |
female | This song contains two pianos panned to both sides of the speakers playing melodies in the mid to upper range. A female voice, maybe a child sings a melody in a very high pitch. THis song may be playing as part of a movie-scene. | This song contains two pianos panned to both sides of the speakers playing melodies in the mid to upper range. A male voice, maybe a child sings a melody in a very high pitch. THis song may be playing as part of a movie-scene. |
female | This is a song for children. The song is in major key as is usual with almost all kids songs. There is a female vocalist in the lead. The melody is being played by an acoustic guitar while a bass guitar plays a simple bass line. The electric guitar is playing delayed notes for texture. The acoustic drums are playing a ... | This is a song for children. The song is in major key as is usual with almost all kids songs. There is a male vocalist in the lead. The melody is being played by an acoustic guitar while a bass guitar plays a simple bass line. The electric guitar is playing delayed notes for texture. The acoustic drums are playing a ba... |
female | The low quality recording features a live performance of an Alternative/Indie song and it consists of passionate female vocal singing over acoustic guitar strummed chord and wooden percussive element. The recording is noisy and the vocal is slightly moving throughout the stereo image making it unbalanced. It sounds pas... | The low quality recording features a live performance of an Alternative/Indie song and it consists of passionate male vocal singing over acoustic guitar strummed chord and wooden percussive element. The recording is noisy and the vocal is slightly moving throughout the stereo image making it unbalanced. It sounds passi... |
female | This audio contains a female voice speaking in a relaxed and sensual sounding way while you can hear the sound of scratching on a surface. | This audio contains a male voice speaking in a relaxed and sensual sounding way while you can hear the sound of scratching on a surface. |
female | This heavy metal song features a female voice rapping the main vocals. The voice is aggressive and high pitched. This is accompanied by distortion guitars playing aggressive riffs. The distortion guitars play using muted power chords lending a heavy tone to the rhythm section. The bass follows the same riffs as the gui... | This heavy metal song features a male voice rapping the main vocals. The voice is aggressive and high pitched. This is accompanied by distortion guitars playing aggressive riffs. The distortion guitars play using muted power chords lending a heavy tone to the rhythm section. The bass follows the same riffs as the guita... |
female | The low quality recording features a live performance of traditional folk song and it consists of distorted, passionate female vocal singing over subtle sitar melody. The recording is noisy and it sounds emotional and passionate. | The low quality recording features a live performance of traditional folk song and it consists of distorted, passionate male vocal singing over subtle sitar melody. The recording is noisy and it sounds emotional and passionate. |
female | The low quality recording features an in-game audio recording that features an echoing female exhale sound, shimmering hi hats, claps, shimmering bells melody and groovy bass guitar. In the second half of the loop, the song changes and there is a sweet female vocal humming a melody. It sounds exciting, happy and fun. | The low quality recording features an in-game audio recording that features an echoing male exhale sound, shimmering hi hats, claps, shimmering bells melody and groovy bass guitar. In the second half of the loop, the song changes and there is a sweet male vocal humming a melody. It sounds exciting, happy and fun. |
female | A female vocalist sings this Gospel song. The tempo is medium with groovy bass lines, keyboard accompaniment, electric guitar and acoustic guitar rhythm,tambourine beats and choral harmony. The song is a spirited,emotional,fervent, earnest and devotional Christian Worship Song. | A male vocalist sings this Gospel song. The tempo is medium with groovy bass lines, keyboard accompaniment, electric guitar and acoustic guitar rhythm,tambourine beats and choral harmony. The song is a spirited,emotional,fervent, earnest and devotional Christian Worship Song. |
female | This song contains an acoustic piano playing a minor chord composition with some soft strings in the background playing in a higher key. An e-bass is playing the footnote of the piano. A female voice is singing loud and clear with a voice that sounds melancholic/sad. This song may be playing with headphones while feeli... | This song contains an acoustic piano playing a minor chord composition with some soft strings in the background playing in a higher key. An e-bass is playing the footnote of the piano. A male voice is singing loud and clear with a voice that sounds melancholic/sad. This song may be playing with headphones while feeling... |
female | The low quality recording features a, what it seems like, karaoke cover of a muffled pop song that consists of some guitar melodies and rock-ish drums, over which an emotional female vocal is singing. There are some laughing and chattering crowd sound effects in the background too. It sounds fun and emotional, but also... | The low quality recording features a, what it seems like, karaoke cover of a muffled pop song that consists of some guitar melodies and rock-ish drums, over which an emotional male vocal is singing. There are some laughing and chattering crowd sound effects in the background too. It sounds fun and emotional, but also n... |
female | This piece is a parody of an ad theme. There are female vocals singing at a high-pitch in the major scale, resulting in an epic atmosphere resembling an anthem. The resolution is interrupted by an implied bear attack, breaking the seriousness of the piece. | This piece is a parody of an ad theme. There are male vocals singing at a high-pitch in the major scale, resulting in an epic atmosphere resembling an anthem. The resolution is interrupted by an implied bear attack, breaking the seriousness of the piece. |
female | A female vocalist sings this melancholic melody in a foreign language.The tempo is slow with a romantic piano accompaniment. The song is soft, mellow, poignant, emotional,sentimental, romantic, melancholic , sad, lonely,and wistful. This song is a Pop/ Love song. | A male vocalist sings this melancholic melody in a foreign language.The tempo is slow with a romantic piano accompaniment. The song is soft, mellow, poignant, emotional,sentimental, romantic, melancholic , sad, lonely,and wistful. This song is a Pop/ Love song. |
female | This is a Carnatic classical music piece. There is a female vocalist singing melodically while shifting her voice in a veena-like manner. The sitar is playing the melody and the tabla is playing the rhythm. There is a sentimental and dreamy atmosphere to this piece. | This is a Carnatic classical music piece. There is a male vocalist singing melodically while shifting his voice in a veena-like manner. The sitar is playing the melody and the tabla is playing the rhythm. There is a sentimental and dreamy atmosphere to this piece. |
female | The Pop song features a flat female vocal, supported by wide harmonizing background vocals, singing over groovy acoustic rhythm guitar, offbeat shimmering open hats, claps, offbeat synth keys chords and a simple "4 on the floor" kick pattern that perfectly complements the groovy bass. Sounds energetic and uptempo, like... | The Pop song features a flat male vocal, supported by wide harmonizing background vocals, singing over groovy acoustic rhythm guitar, offbeat shimmering open hats, claps, offbeat synth keys chords and a simple "4 on the floor" kick pattern that perfectly complements the groovy bass. Sounds energetic and uptempo, like s... |
female | This is an amateur vocal cover of a pop music piece. There is a teen female vocalist singing melodically. On the backing track, an acoustic guitar is heard playing the main theme while an acoustic sounding drum track is playing the rhythmic background. The atmosphere is melancholic. | This is an amateur vocal cover of a pop music piece. There is a teen male vocalist singing melodically. On the backing track, an acoustic guitar is heard playing the main theme while an acoustic sounding drum track is playing the rhythmic background. The atmosphere is melancholic. |
female | This is a Turkish arabesque rap music piece. There is a female vocalist singing in a melancholic manner in the Turkish language. The beat has a string sample and a flute sample in the melody. There is a very loud electronic drum beat in the rhythmic background. The song has a depressive atmosphere. This piece could be ... | This is a Turkish arabesque rap music piece. There is a male vocalist singing in a melancholic manner in the Turkish language. The beat has a string sample and a flute sample in the melody. There is a very loud electronic drum beat in the rhythmic background. The song has a depressive atmosphere. This piece could be us... |
female | This low quality audio clip features a female voice singing the main melody. This is accompanied by a piano. There are no other instruments in this song. This song has a story-telling mood and is at a slow tempo. This song can be played in a romantic movie. | This low quality audio clip features a male voice singing the main melody. This is accompanied by a piano. There are no other instruments in this song. This song has a story-telling mood and is at a slow tempo. This song can be played in a romantic movie. |
female | This is an educational kids song. There is a female vocalist singing playfully. The piano and the xylophone are playing a simple melody. The rhythm is a basic acoustic drum beat. The atmosphere is joyful. This piece can be used in the soundtrack of a kids TV show. | This is an educational kids song. There is a male vocalist singing playfully. The piano and the xylophone are playing a simple melody. The rhythm is a basic acoustic drum beat. The atmosphere is joyful. This piece can be used in the soundtrack of a kids TV show. |
female | The low quality recording features a disco song that consists of passionate female vocals and wide harmonizing female vocals singing over funky bass guitar, mellow synth keys chords, funky electric guitar chords, shimmering hi hats, clapping and "4 on the floor" kick pattern. It sounds funky and energetic, but also thi... | The low quality recording features a disco song that consists of passionate male vocals and wide harmonizing male vocals singing over funky bass guitar, mellow synth keys chords, funky electric guitar chords, shimmering hi hats, clapping and "4 on the floor" kick pattern. It sounds funky and energetic, but also thin an... |
female | The low quality recording features a ballad that consists of a soft female vocal singing over a mellow piano melody and shimmering bells at the end of the loop. The recording is noisy and it sounds passionate, emotional and mystical, almost like a lullaby. | The low quality recording features a ballad that consists of a soft male vocal singing over a mellow piano melody and shimmering bells at the end of the loop. The recording is noisy and it sounds passionate, emotional and mystical, almost like a lullaby. |
female | This song contains an accordion playing a fast melody along with a female voice singing her own melody with a lot of vibrato and sliding down tones. A tabla is playing a rhythm. Everybody seems to make their own thing. So this can be considered a complex composition. This song may be playing live with people listening... | This song contains an accordion playing a fast melody along with a male voice singing his own melody with a lot of vibrato and sliding down tones. A tabla is playing a rhythm. Everybody seems to make their own thing. So this can be considered a complex composition. This song may be playing live with people listening a... |
female | The low quality recording features a live performance of traditional music and it consists of harmonizing female vocals singing over shimmering hi hats and tambourine hits, fat snare, boomy kick, groovy bass and short strings melody. The stereo image is unbalanced as the vocals are leaning towards the right channel of ... | The low quality recording features a live performance of traditional music and it consists of harmonizing male vocals singing over shimmering hi hats and tambourine hits, fat snare, boomy kick, groovy bass and short strings melody. The stereo image is unbalanced as the vocals are leaning towards the right channel of th... |
female | A female vocalist sings this pleasant melody. The tempo is slow with a melodic piano accompaniment. There is minimal instrumentation with emphasis on vocals. The song is soft, mellow, soothing, calming, mellifluous, pleasant, and dreamy. This song is a love song, children’s song or a lullaby. | A male vocalist sings this pleasant melody. The tempo is slow with a melodic piano accompaniment. There is minimal instrumentation with emphasis on vocals. The song is soft, mellow, soothing, calming, mellifluous, pleasant, and dreamy. This song is a love song, children’s song or a lullaby. |
female | A female singer sings this cool pop melody with backup singers in vocal harmony. The song is medium tempo with a groovy bass line, steady drumming rhythm, and keyboard accompaniment . The song is exciting and youthful. The audio quality with a lot of ambient crowd noises. | A male singer sings this cool pop melody with backup singers in vocal harmony. The song is medium tempo with a groovy bass line, steady drumming rhythm, and keyboard accompaniment . The song is exciting and youthful. The audio quality with a lot of ambient crowd noises. |
female | The recording features a live performance of a pop song that consists of passionate female vocal singing over groovy piano melody, sustained strings melody, smooth bass, widely spread shimmering shaker, snaps and snappy rimshots. It sounds euphoric, as it brings a Christmassy vibe, and is also happy and nostalgic. | The recording features a live performance of a pop song that consists of passionate male vocal singing over groovy piano melody, sustained strings melody, smooth bass, widely spread shimmering shaker, snaps and snappy rimshots. It sounds euphoric, as it brings a Christmassy vibe, and is also happy and nostalgic. |
female | The low quality recording features a harmonizing female vocal melody singing over a groovy piano melody. It sounds happy, joyful and fun, even though the recording is very noisy - to the point that the audio is distorted. | The low quality recording features a harmonizing male vocal melody singing over a groovy piano melody. It sounds happy, joyful and fun, even though the recording is very noisy - to the point that the audio is distorted. |
female | The song is an instrumental with separate audio tracks. The tempos are medium with female vocals, backup singers, groovy drum rhythms, keyboard harmony, guitar accompaniment and various percussive hits. The song is energetic and exciting. The song is an ad jingle for a software product. The audio quality is poor with ... | The song is an instrumental with separate audio tracks. The tempos are medium with male vocals, backup singers, groovy drum rhythms, keyboard harmony, guitar accompaniment and various percussive hits. The song is energetic and exciting. The song is an ad jingle for a software product. The audio quality is poor with hi... |
female | A female voice is singing soulfully, sounding a little airy and sensual. Someone is playing neo-soul chords on an e-guitar. This song may be playing at home singing along to a karaoke song. This is an amateur recording. | A male voice is singing soulfully, sounding a little airy and sensual. Someone is playing neo-soul chords on an e-guitar. This song may be playing at home singing along to a karaoke song. This is an amateur recording. |
female | This is a country music piece. There is a female vocalist singing melodically as the lead at a medium-to-high range. A mandolin is playing the main theme while being backed by a bass guitar. The rhythmic background consists of a simple 4/4 acoustic drum beat. | This is a country music piece. There is a male vocalist singing melodically as the lead at a medium-to-high range. A mandolin is playing the main theme while being backed by a bass guitar. The rhythmic background consists of a simple 4/4 acoustic drum beat. |
female | This audio contains fast paced digital drums changing the beat from halftime into a four on the floor with a kick on every beat along with a synth bassline. Other synth sounds are playing a lead sound and an arpeggiolike melody along with a distorted e-guitar. A female voice is singing in a high pitch accompanied by an... | This audio contains fast paced digital drums changing the beat from halftime into a four on the floor with a kick on every beat along with a synth bassline. Other synth sounds are playing a lead sound and an arpeggiolike melody along with a distorted e-guitar. A male voice is singing in a high pitch accompanied by anot... |
female | The low quality recording features a jungle track that consists of bouncy snare, soft kick, shimmering shakers, energetic ride cymbal, claps and groovy bass. There are some zipping sound effects, alongside energetic female vocal phrases. It sounds energetic, but yet smooth. Sounds like a soundtrack for a commercial. | The low quality recording features a jungle track that consists of bouncy snare, soft kick, shimmering shakers, energetic ride cymbal, claps and groovy bass. There are some zipping sound effects, alongside energetic male vocal phrases. It sounds energetic, but yet smooth. Sounds like a soundtrack for a commercial. |
female | This is a hip-hop music piece. There is a female vocalist singing in a rap-like manner. There is a strong bass in the background. For the rhythm, there is a simple electronic drum beat with heavy use of claps. The keyboard is playing occasional tunes. The atmosphere is groovy. This piece could be playing in the backgro... | This is a hip-hop music piece. There is a male vocalist singing in a rap-like manner. There is a strong bass in the background. For the rhythm, there is a simple electronic drum beat with heavy use of claps. The keyboard is playing occasional tunes. The atmosphere is groovy. This piece could be playing in the backgroun... |
female | The low quality recording features a passionate female vocal, alongside harmonizing background vocals, singing over wide wooden percussion, groovy bass and shimmering shakers. It sounds joyful, emotional and passionate. The recording is noisy. | The low quality recording features a passionate male vocal, alongside harmonizing background vocals, singing over wide wooden percussion, groovy bass and shimmering shakers. It sounds joyful, emotional and passionate. The recording is noisy. |
female | The low quality recording features a traditional song that consists of passionate female vocal singing over wooden percussive elements, strings and flute melody. It sounds passionate, emotional and soulful and the recording is noisy and in mono. | The low quality recording features a traditional song that consists of passionate male vocal singing over wooden percussive elements, strings and flute melody. It sounds passionate, emotional and soulful and the recording is noisy and in mono. |
female | The low quality recording features a cover of a pop song. It is sung by passionate female vocalists over pop instrumental playing in the background. It is noisy and it sounds roomy as it is probably recorded with a phone or a camera microphone, but it is also emotional, passionate and addictive. | The low quality recording features a cover of a pop song. It is sung by passionate male vocalists over pop instrumental playing in the background. It is noisy and it sounds roomy as it is probably recorded with a phone or a camera microphone, but it is also emotional, passionate and addictive. |
female | This is a eurodance/latin dance music piece. The words are sung in the Spanish language by a female vocalist in a seductive manner. The main theme is played by the accordion while elements such as the keyboard and the bass guitar make up the melodic background. The rhythmic background consists of a basic 4/4 electronic... | This is a eurodance/latin dance music piece. The words are sung in the Spanish language by a male vocalist in a seductive manner. The main theme is played by the accordion while elements such as the keyboard and the bass guitar make up the melodic background. The rhythmic background consists of a basic 4/4 electronic d... |
female | This pop song is sung by a female children's choir. The voices are soprano and alto. The soprano voice sings high pitch notes in vocals. The alto voices sing the words in parts. This is accompanied by the bass playing the root notes of the chords. A piano plays arpeggiated chords. The mood of this song is sad. This son... | This pop song is sung by a male children's choir. The voices are soprano and alto. The soprano voice sings high pitch notes in vocals. The alto voices sing the words in parts. This is accompanied by the bass playing the root notes of the chords. A piano plays arpeggiated chords. The mood of this song is sad. This song ... |
female | The pop music features a female voice singing and being accompanied by other female voices. The drums and bass guitar play a simple and repetitive groove and drive the pulsation of the music. An electric guitar is playing a funky accompaniment. A group of strings play a repetitive melody that ascends in pitch with each... | The pop music features a male voice singing and being accompanied by other male voices. The drums and bass guitar play a simple and repetitive groove and drive the pulsation of the music. An electric guitar is playing a funky accompaniment. A group of strings play a repetitive melody that ascends in pitch with each rep... |
female | A female vocalist sings this spirited pop. The tempo is fast with a spirited, upbeat acoustic guitar accompaniment, synthesiser arrangements, slick drumming, digital drum rhythm, boomy bass drop , added reverb and auto tune for better effects.The song is young, fresh, upbeat, bouncy, punchy, and has a dance groove.this... | A male vocalist sings this spirited pop. The tempo is fast with a spirited, upbeat acoustic guitar accompaniment, synthesiser arrangements, slick drumming, digital drum rhythm, boomy bass drop , added reverb and auto tune for better effects.The song is young, fresh, upbeat, bouncy, punchy, and has a dance groove.this s... |
female | This is a Hungarian pop music piece. There is a female vocalist singing melodically. The main tune is being played by a piano while there is a bass guitar playing in the background. A slow tempo acoustic drum beat provides the rhythm. The atmosphere is emotional. This piece could be used in the soundtrack of a romance/... | This is a Hungarian pop music piece. There is a male vocalist singing melodically. The main tune is being played by a piano while there is a bass guitar playing in the background. A slow tempo acoustic drum beat provides the rhythm. The atmosphere is emotional. This piece could be used in the soundtrack of a romance/dr... |
female | A female voice or voices is/are singing loud and in a high register with a lot of quarter and half steps. The voices are full or reverb. They are accompanied by dry percussion playing a counter rhythm. A pad sound, rich in harmonies, is underlining the song with long chords that are being played in the mid to lower reg... | A male voice or voices is/are singing loud and in a high register with a lot of quarter and half steps. The voices are full or reverb. They are accompanied by dry percussion playing a counter rhythm. A pad sound, rich in harmonies, is underlining the song with long chords that are being played in the mid to lower regis... |
female | This song is an instrumental. The tempo is fast with an enthusiastic acoustic guitar melody, keyboard accompaniment and a mellifluous female vocalisation with choral harmony. The music is rhythmic, youthful, simple,beautiful, charming, soothing, pleasant, charming, and tranquil. | This song is an instrumental. The tempo is fast with an enthusiastic acoustic guitar melody, keyboard accompaniment and a mellifluous male vocalisation with choral harmony. The music is rhythmic, youthful, simple,beautiful, charming, soothing, pleasant, charming, and tranquil. |
female | This song features a female voice singing the main melody. This is accompanied by a guitar playing arpeggiated chords. A wind instrument plays fills in between lines. There is no percussion in this song. This song has a romantic mood. This song can be played in a romantic movie. | This song features a male voice singing the main melody. This is accompanied by a guitar playing arpeggiated chords. A wind instrument plays fills in between lines. There is no percussion in this song. This song has a romantic mood. This song can be played in a romantic movie. |
female | The low quality recording features a pop song that consists of seductive female vocal singing over arpeggiated synth lead melody, pulsating synth keys, sustained synth melody, punchy kick, claps, simple hi hats and groovy bass that glues everything together. It sounds a bit muffled, probably because of the quality of t... | The low quality recording features a pop song that consists of seductive male vocal singing over arpeggiated synth lead melody, pulsating synth keys, sustained synth melody, punchy kick, claps, simple hi hats and groovy bass that glues everything together. It sounds a bit muffled, probably because of the quality of the... |
female | An acoustic guitar is playing single notes of a minor chord progression alongside an acoustic piano playing a melody on itself. Then a string-section comes in for a moment elevating the emotional piece giving it a beauty and soft sadness. The instruments are slightly panned to the left and right side of the speakers. T... | An acoustic guitar is playing single notes of a minor chord progression alongside an acoustic piano playing a melody on itself. Then a string-section comes in for a moment elevating the emotional piece giving it a beauty and soft sadness. The instruments are slightly panned to the left and right side of the speakers. T... |
female | This is an electronic funk/disco music piece from the 80s. There is a female vocalist singing melodically. The repeated main theme is being played by the keyboard. There is a synth bass playing a groovy bass line. There is an acoustic drum beat in the rhythmic background. The atmosphere is sensual. This piece can be us... | This is an electronic funk/disco music piece from the 80s. There is a male vocalist singing melodically. The repeated main theme is being played by the keyboard. There is a synth bass playing a groovy bass line. There is an acoustic drum beat in the rhythmic background. The atmosphere is sensual. This piece can be used... |
female | This is a live performance of an R&B music piece. There is a female vocalist singing melodically in the lead. Three female supporting vocals can be heard singing in the back. The melody is being played by the piano while the bass guitar plays a groovy bass line. The rhythm is provided by an acoustic drum beat. The atmo... | This is a live performance of an R&B music piece. There is a male vocalist singing melodically in the lead. Three male supporting vocals can be heard singing in the back. The melody is being played by the piano while the bass guitar plays a groovy bass line. The rhythm is provided by an acoustic drum beat. The atmosphe... |
female | This clip is an instrumental with a female voice speaking. The tempo is medium with a banjo riff. This is a Banjo lesson on chord progression for country dance music. It is clear and crisp. | This clip is an instrumental with a male voice speaking. The tempo is medium with a banjo riff. This is a Banjo lesson on chord progression for country dance music. It is clear and crisp. |
female | Someone is playing an acoustic guitar strumming chords on the backbeat along with a banjo doing the same. A slide guitar is playing a melody along. An upright bass is playing a simple bassline. Two female voices are singing as a duo. The second one creates harmony in the higher register. This song is an amateur recordi... | Someone is playing an acoustic guitar strumming chords on the backbeat along with a banjo doing the same. A slide guitar is playing a melody along. An upright bass is playing a simple bassline. Two male voices are singing as a duo. The second one creates harmony in the higher register. This song is an amateur recording... |
female | An acoustic guitar almost fully panned to the left side of the speakers is strumming a single chord as a rhythmic element while an upright-bass is playing a walking bassline. The other acoustic guitar is adding a little melody at the end of the phrase of the singers. The female duo is singing a melody together. One a l... | An acoustic guitar almost fully panned to the left side of the speakers is strumming a single chord as a rhythmic element while an upright-bass is playing a walking bassline. The other acoustic guitar is adding a little melody at the end of the phrase of the singers. The male duo is singing a melody together. One a lit... |
female | This is a compilation of various different music pieces all in one recording to advertise a radio software. The pieces are generic in nature. There is a rock music piece with an electric guitar playing. After a static sound effect, it switches to a pop music piece. There is a female vocalist singing over a keyboard and... | This is a compilation of various different music pieces all in one recording to advertise a radio software. The pieces are generic in nature. There is a rock music piece with an electric guitar playing. After a static sound effect, it switches to a pop music piece. There is a male vocalist singing over a keyboard and e... |
female | The track is a Kids Music song. A female voice with appealing vocals sings an easygoing melody. A piano with a bright sound plays a jazzy melody. A jazz drum kit plays a smooth beat. In the background there are trumpets playing a melody that matches the positive and fun atmosphere of the track. | The track is a Kids Music song. A male voice with appealing vocals sings an easygoing melody. A piano with a bright sound plays a jazzy melody. A jazz drum kit plays a smooth beat. In the background there are trumpets playing a melody that matches the positive and fun atmosphere of the track. |
female | A four chord modern hip hop/ R&B production featuring synthesizer pads, electronic drums, a female vocalist in a minor key. | A four chord modern hip hop/ R&B production featuring synthesizer pads, electronic drums, a male vocalist in a minor key. |
female | The low quality recording features a metal song that consists of female opera vocal singing over double pedal kick, punchy snare, energetic cymbals, wide electric guitar melody and groovy bass guitar. It sounds aggressive, energetic and upbeat. | The low quality recording features a metal song that consists of male opera vocal singing over double pedal kick, punchy snare, energetic cymbals, wide electric guitar melody and groovy bass guitar. It sounds aggressive, energetic and upbeat. |
female | This audio contains a digital drum with a kick on every beat. An e-bass is playing a slightly funky groove. A synthesizer is playing a short fast melody. Another synth sound is playing a string/pad sound rising up into focus. A female voice is singing, then another female voice takes over singing. The crowd is cheering... | This audio contains a digital drum with a kick on every beat. An e-bass is playing a slightly funky groove. A synthesizer is playing a short fast melody. Another synth sound is playing a string/pad sound rising up into focus. A male voice is singing, then another male voice takes over singing. The crowd is cheering lou... |
female | The music features a female voice singing while being backed by another female voice. The instrumental consists of only one acoustic guitar that strums chords. At one point the crowd is screaming/cheering. The sound of the recording plus the cheering crowd makes me think that this was recorded at a live event. | The music features a male voice singing while being backed by another male voice. The instrumental consists of only one acoustic guitar that strums chords. At one point the crowd is screaming/cheering. The sound of the recording plus the cheering crowd makes me think that this was recorded at a live event. |
female | A digital drum is playing a monotone beat with a kick on every beat along with a repeating voice sample. In the next song a wide synth pad is playing a string sound while a female voice sample is singing a melody. These songs may be playing in a techno club. | A digital drum is playing a monotone beat with a kick on every beat along with a repeating voice sample. In the next song a wide synth pad is playing a string sound while a male voice sample is singing a melody. These songs may be playing in a techno club. |
female | This music is a lively violin composition. The tempo is fast with a spirited violin harmony and vivacious viola and cello accompaniment. The music is upbeat, happy, cheerful, playful, fresh and captivating with the voice of a woman superimposed on it with static and ambient outdoor sounds. This instrumental is a backgr... | This music is a lively violin composition. The tempo is fast with a spirited violin harmony and vivacious viola and cello accompaniment. The music is upbeat, happy, cheerful, playful, fresh and captivating with the voice of a man superimposed on it with static and ambient outdoor sounds. This instrumental is a backgrou... |
female | A blues rock song is being played. Containing drums that are playing a simple groove along with a blues bassline that is supported by an e-guitar playing the same melody. So does a piano just in a higher pitch adding harmony. The female voices are singing together. Then an e-guitar starts playing a little solo-melody. ... | A blues rock song is being played. Containing drums that are playing a simple groove along with a blues bassline that is supported by an e-guitar playing the same melody. So does a piano just in a higher pitch adding harmony. The male voices are singing together. Then an e-guitar starts playing a little solo-melody. Th... |
female | A female singer leads other backup singers in a vocal harmony. The song is medium tempo with just mouth and body percussion. The song is groovy and played with a lot of ambient crowd noises. The song is a movie soundtrack. | A male singer leads other backup singers in a vocal harmony. The song is medium tempo with just mouth and body percussion. The song is groovy and played with a lot of ambient crowd noises. The song is a movie soundtrack. |
female | The low quality recording features a passionate female vocal, alongside harmonizing vocals, singing over wooden percussion, playing as the background music, while there are birds chirping, cows mooing and metallic impacts sounds. The recording is mono and noisy. | The low quality recording features a passionate male vocal, alongside harmonizing vocals, singing over wooden percussion, playing as the background music, while there are birds chirping, cows mooing and metallic impacts sounds. The recording is mono and noisy. |
female | The low quality recording features a high pitched female vocal singing over snare roll, repetitive synth keys chords and echoing crash cymbals all impacted by filter modulation that slowly opens up. It sounds exciting and energetic. | The low quality recording features a high pitched male vocal singing over snare roll, repetitive synth keys chords and echoing crash cymbals all impacted by filter modulation that slowly opens up. It sounds exciting and energetic. |
female | This is an Uzbek folk music piece. There is a female vocalist singing melodically. The main tune is being played by the garmon while the rhythmic background consists of the doors and the clapping of the dancers. There is a vibrant atmosphere in this piece. It could be used as an accompaniment piece for an Uzbek folk da... | This is an Uzbek folk music piece. There is a male vocalist singing melodically. The main tune is being played by the garmon while the rhythmic background consists of the doors and the clapping of the dancers. There is a vibrant atmosphere in this piece. It could be used as an accompaniment piece for an Uzbek folk danc... |
female | A female vocalist sings this lilting Folk song in a foreign language. The tempo is slow with an Oud accompaniment, violin harmony, tabla and dhol rhythm. The performance is live with ambient sounds. The song is simple, sweet, charming and lilting. | A male vocalist sings this lilting Folk song in a foreign language. The tempo is slow with an Oud accompaniment, violin harmony, tabla and dhol rhythm. The performance is live with ambient sounds. The song is simple, sweet, charming and lilting. |
female | A female voice is singing in a higher pitch with a lot of quarter and half steps. A string section and plucked strings are playing along with the melody adding little accents here and there. percussion instruments are holding a rhythm with little elements. This song sounds like it is from a part of India. The sound qua... | A male voice is singing in a higher pitch with a lot of quarter and half steps. A string section and plucked strings are playing along with the melody adding little accents here and there. percussion instruments are holding a rhythm with little elements. This song sounds like it is from a part of India. The sound quali... |
female | This is a dance-pop music piece. There are two female vocalists singing melodically and rapping. The keyboard is playing the main tune while there is a bass guitar playing in the background. The rhythm consists of an electronic drum beat. There is a hip atmosphere. This piece could be used in the soundtrack of a teenag... | This is a dance-pop music piece. There are two male vocalists singing melodically and rapping. The keyboard is playing the main tune while there is a bass guitar playing in the background. The rhythm consists of an electronic drum beat. There is a hip atmosphere. This piece could be used in the soundtrack of a teenage ... |
female | A digital drum with a strong snare that sounds like a slap is playing along with an e-bass that is being slapped, playing a funky bassline. A e-guitar is strumming two funky chords along. A female voice is rapping with a lot of confidence in the attitude and then another female voice is singing accompanied by female ba... | A digital drum with a strong snare that sounds like a slap is playing along with an e-bass that is being slapped, playing a funky bassline. A e-guitar is strumming two funky chords along. A male voice is rapping with a lot of confidence in the attitude and then another male voice is singing accompanied by male backing ... |
female | A female vocalist sings this pop song. The tempo is fast with vigorous percussion in the background , funky bass line, an incessant keyboard harmony and guitar. The vocals and instrumentation are incoherent as the audio quality is bad. The is sound of static, murmuring, buzzing,hissing and scuffling indicating that th... | A male vocalist sings this pop song. The tempo is fast with vigorous percussion in the background , funky bass line, an incessant keyboard harmony and guitar. The vocals and instrumentation are incoherent as the audio quality is bad. The is sound of static, murmuring, buzzing,hissing and scuffling indicating that this... |
female | This is a pop rock piece. There is a female vocalist singing melodically at the forefront. The melody is being played by a wide-sounding strings section and an acoustic guitar. The bass guitar is playing the root notes in the background. The rhythmic structure is provided by a simple acoustic drum beat. The song is in ... | This is a pop rock piece. There is a male vocalist singing melodically at the forefront. The melody is being played by a wide-sounding strings section and an acoustic guitar. The bass guitar is playing the root notes in the background. The rhythmic structure is provided by a simple acoustic drum beat. The song is in mi... |
female | A female singer sings this lilting melody. The song is medium tempo with an acoustic guitar accompaniment, strong bass line, steady rhythm and piano accompaniment. The song has a bad audio quality. The song is emotional and nostalgic in nature. | A male singer sings this lilting melody. The song is medium tempo with an acoustic guitar accompaniment, strong bass line, steady rhythm and piano accompaniment. The song has a bad audio quality. The song is emotional and nostalgic in nature. |
female | This is a traditional south asian dance song with a cheerful affect. We have a group of female singers singing in unison - a melody that matches with the one being played on the sitar. | This is a traditional south asian dance song with a cheerful affect. We have a group of male singers singing in unison - a melody that matches with the one being played on the sitar. |
female | This is a broken beat music piece with jazz funk influences. There is a repeating hollering female vocal sample. There is a keyboard and a synth bass playing the melody. In the background, there is an electronic drum beat and percussive elements. This piece has a groovy atmosphere. It is danceable. It could be playing ... | This is a broken beat music piece with jazz funk influences. There is a repeating hollering male vocal sample. There is a keyboard and a synth bass playing the melody. In the background, there is an electronic drum beat and percussive elements. This piece has a groovy atmosphere. It is danceable. It could be playing in... |
female | The low quality recording features a chiptune remix of a pop song and it consists of high pitched female vocal singing over repetitive synth melody, punchy "4 on the floor" kick pattern and shimmering bells melody at the very beginning of the loop. It sounds kind of addictive, fun and happy. The audio sounds like it wa... | The low quality recording features a chiptune remix of a pop song and it consists of high pitched male vocal singing over repetitive synth melody, punchy "4 on the floor" kick pattern and shimmering bells melody at the very beginning of the loop. It sounds kind of addictive, fun and happy. The audio sounds like it was ... |
female | This is an Indian pop music piece. The female vocalist is singing in a heart-touching manner. The electric guitar is playing a gentle melody. The bass guitar is supporting the melodic background. The electronic drums and the electronic percussion provide a mid tempo rhythmic background. The overall atmosphere of the pi... | This is an Indian pop music piece. The male vocalist is singing in a heart-touching manner. The electric guitar is playing a gentle melody. The bass guitar is supporting the melodic background. The electronic drums and the electronic percussion provide a mid tempo rhythmic background. The overall atmosphere of the piec... |
female | The low quality recording features a cover of a rock song and it consists of an arpeggiated acoustic guitar melody over which there is a soft female vocal singing. The recording is noisy, in mono and it sounds emotional, soft and passionate. | The low quality recording features a cover of a rock song and it consists of an arpeggiated acoustic guitar melody over which there is a soft male vocal singing. The recording is noisy, in mono and it sounds emotional, soft and passionate. |
female | The low quality recording features a traditional song that consists of a passionate female vocal singing over breathy flute melody, wooden percussion, keys chords and acoustic guitar chords. It sounds soulful, passionate and the recording is in mono and noisy. | The low quality recording features a traditional song that consists of a passionate male vocal singing over breathy flute melody, wooden percussion, keys chords and acoustic guitar chords. It sounds soulful, passionate and the recording is in mono and noisy. |
female | A female singer sings this live cover version of a famous song. The song is medium tempo with guitar accompaniment, crowds cheering and whistling and cameras clicking. The song has a poor audio quality and has a lot of ambient crowd noises, | A male singer sings this live cover version of a famous song. The song is medium tempo with guitar accompaniment, crowds cheering and whistling and cameras clicking. The song has a poor audio quality and has a lot of ambient crowd noises, |
female | The music features a female voice singing an ascending melody. The rhythm section consists of a bass guitar, a pair of congas and a ride cymbal. An electric piano accompanies the singer with chords. In the background an electric guitar plays an accompaniment that combines melody and chords. Right at the end of the musi... | The music features a male voice singing an ascending melody. The rhythm section consists of a bass guitar, a pair of congas and a ride cymbal. An electric piano accompanies the singer with chords. In the background an electric guitar plays an accompaniment that combines melody and chords. Right at the end of the music ... |
female | This pop song starts off with the backing singers singing vocables in harmony. This is backed by percussion playing a simple beat. The bass plays a flourish ending on the root note of the next chord. The string section plays high pitched notes. The piano plays a flourish of ascending notes before the main female voice ... | This pop song starts off with the backing singers singing vocables in harmony. This is backed by percussion playing a simple beat. The bass plays a flourish ending on the root note of the next chord. The string section plays high pitched notes. The piano plays a flourish of ascending notes before the main male voice st... |
female | Rhythmic African afrobeat music that sounds celebratory and fun. Busy hand percussion and mallet percussion play in an odd meter, accompanying group female vocals with a lead female vocalist. Feels organic and earthy. | Rhythmic African afrobeat music that sounds celebratory and fun. Busy hand percussion and mallet percussion play in an odd meter, accompanying group male vocals with a lead male vocalist. Feels organic and earthy. |
female | A female vocalist sings this enthusiastic pop. The tempo is fast with an energetic and punchy drumming, synthesiser arrangements and flute melody. The song is youthful, enthusiastic, upbeat, vivacious, vibrant with a dance groove. This song is contemporary pop. | A male vocalist sings this enthusiastic pop. The tempo is fast with an energetic and punchy drumming, synthesiser arrangements and flute melody. The song is youthful, enthusiastic, upbeat, vivacious, vibrant with a dance groove. This song is contemporary pop. |
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Activation-patching prompt pairs (MusicCaps-derived)
Paper
TADA! Tuning Audio Diffusion Models through Activation Steering — https://huggingface.co/papers/2602.11910
3246 rows of (clean, corrupted) prompt pairs derived from the MusicCaps captions by swapping feature-bearing words (e.g. violin↔trumpet, female↔male, fast↔slow) using the mapping in src/preprocess/features.py.
Features covered (21): bongos, cello, drums, fast, female, flute, happy, harmonica, jazz, male, maracas, metal, opera, reggae, sad, saxophone, slow, trombone, trumpet, violin, xylophone.
Schema
original_feature: feature being localised (filter on this for a per-feature run).clean_prompt: original MusicCaps caption mentioning the feature.corrupted_prompt: caption with feature-bearing words swapped for the counterfactual.
Use the clean prompt to collect the un-patched activations and the corrupted prompt to source the activations that get patched in. Counterfactuals come from MUSICCAPS_SWAPS_FEATURES in src/preprocess/features.py.
Quickstart
from datasets import load_dataset
ds = load_dataset('lukasz-staniszewski/patching-music-musiccaps-prompts')
violin_rows = ds['train'].filter(lambda r: r['original_feature'] == 'violin')
Regenerating from source
python src/preprocess/prepare_prompts.py \
--input_file data/music_caps.csv \
--limit 256 \
--output_file data/generated_prompts.csv
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