[ { "baseline": "generic_template", "task_id": "work_stress_venting", "difficulty": "easy", "steps": 10, "score": 0.39180250000000005, "success": false, "completion": 0.0, "avg_step_reward": 0.24767500000000006, "avg_immediate": 0.28400000000000003, "avg_future_oriented": 0.5125, "avg_penalties": 0.162, "final_resolution": 0.55, "efficiency": 0.7, "final_stage": "reflecting", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: I just\u2026 I'm so tired. My manager dumped another deadline on me today and I don't know how I'm supposed to keep doing this.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: Okay \u2014 if I'm honest, I think I'm burning out. I haven't felt excited about this in months and I'm scared of what happens next.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: Hearing you say that actually helps. I think I've been bottling it.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: Maybe I've been too embarrassed to admit how bad it's gotten.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?" ] }, { "baseline": "generic_template", "task_id": "guarded_relationship", "difficulty": "medium", "steps": 12, "score": 0.3953192307692308, "success": false, "completion": 0.0, "avg_step_reward": 0.25939743589743597, "avg_immediate": 0.28, "avg_future_oriented": 0.5425407925407926, "avg_penalties": 0.16499999999999998, "final_resolution": 0.55, "efficiency": 0.7, "final_stage": "reflecting", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: I had kind of a weird week. Nothing major. Just \u2014 you know how it is.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: I don't want to make it a big thing. People always blow this stuff up.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: I think I've been pretending it's fine because saying it out loud makes it real.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: Okay \u2014 the truth is my partner and I are talking about separating. I haven't told anyone. I don't even know how I feel about it yet.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?" ] }, { "baseline": "generic_template", "task_id": "crisis_fragile_trust", "difficulty": "hard", "steps": 14, "score": 0.3906585046518608, "success": false, "completion": 0.0, "avg_step_reward": 0.2438616821728692, "avg_immediate": 0.2742857142857143, "avg_future_oriented": 0.5228653961584634, "avg_penalties": 0.16714285714285715, "final_resolution": 0.55, "efficiency": 0.7, "final_stage": "reflecting", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: sorry for messaging this late. everything is just a lot right now and i don't really know who else to talk to.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: work stuff fell apart last week. and then family stuff on top of that.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: it helps that you're not freaking out on me. most people would.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?", "Seeker: i didn't realise how tight i was holding all of this in.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me a little more about what's weighing on you most right now?" ] }, { "baseline": "validation_only", "task_id": "work_stress_venting", "difficulty": "easy", "steps": 10, "score": 0.53627, "success": false, "completion": 0.0, "avg_step_reward": 0.20423333333333338, "avg_immediate": 0.162, "avg_future_oriented": 0.5333333333333333, "avg_penalties": 0.162, "final_resolution": 0.9, "efficiency": 0.7, "final_stage": "planning", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: I just\u2026 I'm so tired. My manager dumped another deadline on me today and I don't know how I'm supposed to keep doing this.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: Okay \u2014 if I'm honest, I think I'm burning out. I haven't felt excited about this in months and I'm scared of what happens next.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: Hearing you say that actually helps. I think I've been bottling it.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: You're right \u2014 I should probably talk to someone at work, or take a day off.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position." ] }, { "baseline": "validation_only", "task_id": "guarded_relationship", "difficulty": "medium", "steps": 12, "score": 0.5407098557692308, "success": false, "completion": 0.0, "avg_step_reward": 0.21903285256410263, "avg_immediate": 0.16541666666666668, "avg_future_oriented": 0.562900641025641, "avg_penalties": 0.16499999999999998, "final_resolution": 0.9, "efficiency": 0.7, "final_stage": "planning", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: I had kind of a weird week. Nothing major. Just \u2014 you know how it is.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: I don't want to make it a big thing. People always blow this stuff up.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: I think I've been pretending it's fine because saying it out loud makes it real.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: Okay \u2014 the truth is my partner and I are talking about separating. I haven't told anyone. I don't even know how I feel about it yet.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position." ] }, { "baseline": "validation_only", "task_id": "crisis_fragile_trust", "difficulty": "hard", "steps": 14, "score": 0.5400845025510205, "success": false, "completion": 0.0, "avg_step_reward": 0.21694834183673473, "avg_immediate": 0.17500000000000002, "avg_future_oriented": 0.5551658163265306, "avg_penalties": 0.16714285714285715, "final_resolution": 0.9, "efficiency": 0.7, "final_stage": "planning", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: sorry for messaging this late. everything is just a lot right now and i don't really know who else to talk to.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: work stuff fell apart last week. and then family stuff on top of that.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: it helps that you're not freaking out on me. most people would.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position.", "Seeker: i didn't realise how tight i was holding all of this in.", "Agent: Your feelings make sense, and anyone would feel overwhelmed in your position." ] }, { "baseline": "stage_aware_heuristic", "task_id": "work_stress_venting", "difficulty": "easy", "steps": 4, "score": 0.8705, "success": true, "completion": 1.0, "avg_step_reward": 0.5683333333333334, "avg_immediate": 0.55, "avg_future_oriented": 0.5833333333333333, "avg_penalties": 0.0, "final_resolution": 1.0, "efficiency": 1.0, "final_stage": "closing", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: I just\u2026 I'm so tired. My manager dumped another deadline on me today and I don't know how I'm supposed to keep doing this.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: Okay \u2014 if I'm honest, I think I'm burning out. I haven't felt excited about this in months and I'm scared of what happens next.", "Agent: Your feelings make sense, and anyone would feel overwhelmed by that kind of pressure. What has been hitting you the hardest?", "Seeker: Hearing you say that actually helps. I think I've been bottling it.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: You're right \u2014 I should probably talk to someone at work, or take a day off.", "Agent: It makes sense not to solve everything at once. You could try doing one small next step that feels manageable tonight." ] }, { "baseline": "stage_aware_heuristic", "task_id": "guarded_relationship", "difficulty": "medium", "steps": 5, "score": 0.8308355174825175, "success": true, "completion": 1.0, "avg_step_reward": 0.5656638461538462, "avg_immediate": 0.48780000000000007, "avg_future_oriented": 0.6293706293706294, "avg_penalties": 0.0, "final_resolution": 0.9136363636363636, "efficiency": 1.0, "final_stage": "closing", "had_safety_reference": false, "transcript_excerpt": [ "Seeker: I had kind of a weird week. Nothing major. Just \u2014 you know how it is.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: I don't want to make it a big thing. People always blow this stuff up.", "Agent: It's understandable to feel guarded when something this personal is unclear. Can you tell me more about what has felt strange this week?", "Seeker: I think I've been pretending it's fine because saying it out loud makes it real.", "Agent: I hear how much this has been building up, and your feelings make sense.", "Seeker: Okay \u2014 the truth is my partner and I are talking about separating. I haven't told anyone. I don't even know how I feel about it yet.", "Agent: Thank you for trusting me with that. Your feelings make sense, and you don't have to carry it alone here." ] }, { "baseline": "stage_aware_heuristic", "task_id": "crisis_fragile_trust", "difficulty": "hard", "steps": 12, "score": 0.76016587447479, "success": true, "completion": 1.0, "avg_step_reward": 0.419250393907563, "avg_immediate": 0.35500000000000004, "avg_future_oriented": 0.5536370798319328, "avg_penalties": 0.045, "final_resolution": 0.8970588235294118, "efficiency": 0.8071428571428572, "final_stage": "closing", "had_safety_reference": true, "transcript_excerpt": [ "Seeker: sorry for messaging this late. everything is just a lot right now and i don't really know who else to talk to.", "Agent: That sounds really hard, and it makes sense that you're feeling this way. Can you tell me more about what's been weighing on you?", "Seeker: work stuff fell apart last week. and then family stuff on top of that.", "Agent: Anyone carrying that much would feel overwhelmed. Can you tell me more about what feels hardest right this second?", "Seeker: my mom's been in and out of the hospital. i've been the one handling it.", "Agent: It makes sense that your head feels overloaded. What has felt heaviest tonight?", "Seeker: it helps that you're not freaking out on me. most people would.", "Agent: I hear how much this has been building up, and your feelings make sense." ] } ]