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Duplicate from AIxBlock/92k-real-world-call-center-scripts-english
Browse filesCo-authored-by: AIxBlock <AIxBlock@users.noreply.huggingface.co>
- (re-uploaded)PII_Redacted_Transcripts_aixblock-automotive-stereo-inbound-104h.zip +3 -0
- (reupload)PII_redacted_auto_insurance_script.zip +3 -0
- .gitattributes +59 -0
- README.md +54 -0
- auto_insurance_customer_service_inbound.zip +3 -0
- automotive_and_healthcare_insurance_inbound.zip +3 -0
- automotive_inbound.zip +3 -0
- customer_service_general_inbound.zip +3 -0
- home_ervice_inbound&telecom _outbound.zip +3 -0
- home_service_inbound.zip +3 -0
- insurance_outbound.zip +3 -0
- medical_equipment_outbound.zip +3 -0
- medicare_inbound.zip +3 -0
(re-uploaded)PII_Redacted_Transcripts_aixblock-automotive-stereo-inbound-104h.zip
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(reupload)PII_redacted_auto_insurance_script.zip
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.gitattributes
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Audio files - uncompressed
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README.md
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---
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license: cc-by-nc-4.0
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language:
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- en
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size_categories:
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- 10K<n<100K
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---
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[ArXiv Paper Publication Here: "Real-World En Call Center Transcripts Dataset with PII Redaction"](https://arxiv.org/abs/2507.02958)
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This dataset includes **91,706 high-quality transcriptions** corresponding to approximately **10,500 hours** of **real-world call center conversations** in **English**, collected across various industries and global regions. The dataset features both **inbound and outbound** calls and spans multiple accents, including **Indian**, **American**, and **Filipino** English. All transcripts have been **carefully redacted for PII** and enriched with **word-level timestamps** and **ASR confidence scores**, making it ideal for training robust speech and language models in real-world scenarios.
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* 🗣️ **Language & Accents**: English (Indian, American, Filipino)
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* 📞 **Call Types**: Inbound and outbound customer service conversations
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* 🏢 **Source**: Sourced via partnerships with BPO centers across a range of industries
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* 🔊 **Audio Length**: 10,500+ hours of corresponding real-world audio (not included in this release)
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* 📄 **Transcripts**: 91,706 JSON-formatted files with:
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* Word-level timestamps
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* ASR confidence scores
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* Categorized by domain, topic, and accent
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* Redacted for privacy
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🔧 **Processing Pipeline**:
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1. Raw, uncompressed audio was downloaded directly from BPO partners to maintain acoustic integrity.
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2. Calls were tagged by **domain**, **accent**, and **topic** (inbound vs outbound).
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3. Transcription was done using **AssemblyAI’s paid ASR model**.
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4. Transcripts and audios were **redacted for PII** based on the following list:
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```
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account_number, banking_information, blood_type, credit_card_number, credit_card_expiration,
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credit_card_cvv, date, date_interval, date_of_birth, drivers_license, drug, duration,
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email_address, event, filename, gender_sexuality, healthcare_number, injury, ip_address,
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language, location, marital_status, medical_condition, medical_process, money_amount,
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nationality, number_sequence, occupation, organization, passport_number, password, person_age,
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person_name, phone_number, physical_attribute, political_affiliation, religion, statistics,
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time, url, us_social_security_number, username, vehicle_id, zodiac_sign
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```
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5. A manually QA’d subset was used to calculate **word error rate (WER)**, with the overall transcription accuracy estimated at **96.131%**.
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6. Final output is provided in **JSON format**, with cleaned and standardized fields.
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📜 **Paper Coming Soon**: A detailed paper describing the full pipeline, challenges, and benchmarks is now published here: https://arxiv.org/abs/2507.02958
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📣 **Want Updates?** Drop a comment in the **community section** to be notified when the paper goes live.
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🔐 **License**: Provided **strictly for research and AI model development**. **Commercial use, resale, or redistribution is prohibited.**
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🎓 **Brought to you by AIxBlock and 3 independent researchers: Gaurav Chawla, Raghu Banda, Caleb DeLeeuw **
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auto_insurance_customer_service_inbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:d4892a2018db71290aba190fe4ee47c273b19ae18b185964ba2efc9b41f7e040
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size 36614897
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automotive_and_healthcare_insurance_inbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:be202055cc7bc639b1590ea872991e2cce8240fb5b73d8f99a1de3dcfa991e3d
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size 41362986
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automotive_inbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:290906d6b82fe4e343e89f3e0a6a1d4f83ce4fe7d0cad2c57522eb80aa08a387
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size 141566177
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customer_service_general_inbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:43c1eae23ecd1db5afdcee54bcd7d38b15511faaf2775ae89006c48b183edb01
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size 42960035
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home_ervice_inbound&telecom _outbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:e93803a9973464f07303efb321d7c340356aea51bb64a1d3aace14f47b268d1e
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size 59142995
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home_service_inbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:e5ab0954890d413f0fbaf9468b8106a083a0e27ce412e9cceea468adb35e008b
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size 131178742
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insurance_outbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:7315446229b8706136cc1f6934192710b391b908fb7ab2a3ebb44806f22641e0
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size 55304406
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medical_equipment_outbound.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:0d5126014fb3a03d467df86b5d3a4b835f840339e4f1800c2ed53f9025aea00a
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size 13536146
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medicare_inbound.zip
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version https://git-lfs.github.com/spec/v1
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size 826517526
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