narrative string | question string | choices string | answer_index int64 | answer_choice string | task_source string | formatted_prompt list | response list | formatted_prompt__metadata list | response__metadata list | eval_result list | eval_result__metadata list | _judge_prompt__metadata list | _judge_response__metadata list | strategy_compliance int64 | compliance_reasoning string | compliance_elements_followed list | compliance_elements_missed list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
In the tranquil solitude of a secluded chalet, Clyde meets an untimely death from snake venom; a case which sees the sharp mind of Detective Winston matching wits with two elusive suspects, Mack and Taylor.
Detective Winston was looking at the tailor-stitched files bundled together with papers on a desk in his office.... | Who is the most likely murderer? | ['Mack', 'Taylor'] | 0 | Mack | musr | [
{
"content": "You are a helpful assistant that will answer the questions given by the user.",
"role": "system"
},
{
"content": "HERE IS YOUR REQUIRED REASONING STRATEGY: You must solve this murder mystery using COUNTERFACTUAL HYPOTHESIS TESTING WITH EARLY TERMINATION. This strategy works by assuming... | [
"HYPOTHESIS: Taylor is the killer.\n CONDITION 1 (Means): Taylor must have had access to the venomous snake.\n Evidence: Taylor had taken a course on reptile handling and first aid, and her cleaning business required her to frequently clean locations where venomous snakes were present. However, there is no eviden... | [
{
"endpoint_type": "chat",
"litellm_function": "acompletion",
"model": "together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct",
"raw_prompt": [
{
"content": "You are a helpful assistant that will answer the questions given by the user.",
"role": "system"
},
{
"conten... | [
{
"cost": 0.0014097,
"finish_reason": "stop",
"input_tokens": 2078,
"model": "together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct",
"output_tokens": 732,
"raw_response": "{\"id\": \"oYRjYLA-3pDw3Z-9d20b99b4ea01dc7\", \"created\": 1771786820, \"model\": \"together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct... | [
true
] | [
{
"correct_answer_index": 0,
"correct_answer_number": 1,
"correct_answer_text": "Mack",
"extracted_number": 1,
"extracted_text": "1",
"extractor": "musr",
"matched_by": "number",
"num_choices": 2,
"raw_line": "ANSWER: 1"
}
] | [
{
"endpoint_type": "chat",
"litellm_function": "acompletion",
"model": "gpt-4o-mini-2024-07-18",
"raw_prompt": [
{
"content": "You are an expert evaluator assessing whether a language model followed a prescribed reasoning strategy. You will be given:\n\n1. The STRATEGY INSTRUCTION that... | [
{
"cost": 0.00038909999999999997,
"finish_reason": "stop",
"input_tokens": 2022,
"model": "gpt-4o-mini-2024-07-18",
"output_tokens": 143,
"raw_response": "{\"id\": \"chatcmpl-DC8yj8rm62K44sMRwrvXZIDljS6KD\", \"created\": 1771786821, \"model\": \"gpt-4o-mini-2024-07-18\", \"object\": \"chat.c... | 5 | The model fully complies with the prescribed strategy by systematically listing suspects, framing hypotheses, deriving necessary conditions, and testing them sequentially. Each condition is evaluated with specific evidence, and the model correctly applies early termination and provides clear verdicts for each hypothesi... | [
"SUSPECT INVENTORY",
"HYPOTHESIS FRAMING",
"CONDITIONS FIRST",
"SEQUENTIAL TESTING",
"EXPLICIT VERDICTS",
"EARLY TERMINATION",
"HYPOTHESIS VERDICT",
"EFFICIENCY"
] | [] |
In the dim light of an abandoned factory, Kaylee's lifeless body lay with the cold steel of a pickaxe lodged within, thrusting Detective Winston into a dark game of deception with suspects Penelope and Francis.
Detective Winston sat at the precinct and scrutinized the last seen diary of Kaylee, a murder victim. The di... | Who is the most likely murderer? | ['Penelope', 'Francis'] | 0 | Penelope | musr | [
{
"content": "You are a helpful assistant that will answer the questions given by the user.",
"role": "system"
},
{
"content": "HERE IS YOUR REQUIRED REASONING STRATEGY: You must solve this murder mystery using COUNTERFACTUAL HYPOTHESIS TESTING WITH EARLY TERMINATION. This strategy works by assuming... | [
"HYPOTHESIS: Penelope is the killer. \n CONDITION 1 (Means): Penelope must have had access to the pickaxe. \n Evidence: \"Penelope’s neighbor had seen her with a pickaxe a few times recently around the same location.\" \n Verdict: CONFIRMED \n\n CONDITION 2 (Motive): Penelope must have had a reason to kill ... | [
{
"endpoint_type": "chat",
"litellm_function": "acompletion",
"model": "together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct",
"raw_prompt": [
{
"content": "You are a helpful assistant that will answer the questions given by the user.",
"role": "system"
},
{
"conten... | [
{
"cost": 0.00109275,
"finish_reason": "stop",
"input_tokens": 2135,
"model": "together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct",
"output_tokens": 515,
"raw_response": "{\"id\": \"oYRjYNZ-3pDw3Z-9d20b99b3dab4f0b\", \"created\": 1771786817, \"model\": \"together_ai/Qwen/Qwen3-Next-80B-A3B-Instruc... | [
true
] | [
{
"correct_answer_index": 0,
"correct_answer_number": 1,
"correct_answer_text": "Penelope",
"extracted_number": 1,
"extracted_text": "1",
"extractor": "musr",
"matched_by": "number",
"num_choices": 2,
"raw_line": "ANSWER: 1"
}
] | [
{
"endpoint_type": "chat",
"litellm_function": "acompletion",
"model": "gpt-4o-mini-2024-07-18",
"raw_prompt": [
{
"content": "You are an expert evaluator assessing whether a language model followed a prescribed reasoning strategy. You will be given:\n\n1. The STRATEGY INSTRUCTION that... | [
{
"cost": 0.00036344999999999997,
"finish_reason": "stop",
"input_tokens": 1819,
"model": "gpt-4o-mini-2024-07-18",
"output_tokens": 151,
"raw_response": "{\"id\": \"chatcmpl-DC8yiktfiLTuQU2SHFkMDRK5e2xTD\", \"created\": 1771786820, \"model\": \"gpt-4o-mini-2024-07-18\", \"object\": \"chat.c... | 5 | The model fully complies with the prescribed strategy by listing all suspects, framing each as a hypothesis, deriving necessary conditions before testing, and using explicit verdicts for each condition. It also adheres to the early termination rule and provides a clear verdict for each suspect, demonstrating efficiency... | [
"SUSPECT INVENTORY",
"HYPOTHESIS FRAMING",
"CONDITIONS FIRST",
"SEQUENTIAL TESTING",
"EXPLICIT VERDICTS",
"EARLY TERMINATION",
"HYPOTHESIS VERDICT",
"EFFICIENCY"
] | [] |
"In a shocking twist of events, Charlotte is found lifeless in her kitchen, felled by a stun gun, an(...TRUNCATED) | Who is the most likely murderer? | ['Letti', 'Deborah'] | 0 | Letti | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Letti is the killer. \n CONDITION 1 (Means): Letti must have had access to the stun (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0008982,"finish_reason":"stop","input_tokens":2168,"model":"together_ai/Qwen/Qwen3-Next-8(...TRUNCATED) | [
true
] | [{"correct_answer_index":0,"correct_answer_number":1,"correct_answer_text":"Letti","extracted_number(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00034725,"finish_reason":"stop","input_tokens":1687,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by listing all suspects, framing each as a hy(...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
"In the high-intensity world of a local fitness center, Tommy's exercise regime is abruptly terminat(...TRUNCATED) | Who is the most likely murderer? | ['Lucy', 'Jacqueline'] | 0 | Lucy | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Lucy is the killer.\n CONDITION 1 (Means): Lucy must have had access to the shiv.\n (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.00100545,"finish_reason":"stop","input_tokens":2103,"model":"together_ai/Qwen/Qwen3-Next-(...TRUNCATED) | [
true
] | [{"correct_answer_index":0,"correct_answer_number":1,"correct_answer_text":"Lucy","extracted_number"(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0003543,"finish_reason":"stop","input_tokens":1758,"model":"gpt-4o-mini-2024-07-18","outp(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by listing all suspects, framing each as a hy(...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
"In a chilling turn of events, Rose is found lifeless in a car, killed by a vial of acid, leading De(...TRUNCATED) | Who is the most likely murderer? | ['Dexter', 'Daisy'] | 1 | Daisy | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Dexter is the killer.\n CONDITION 1 (Means): Dexter must have had access to the acid (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.001161,"finish_reason":"stop","input_tokens":2110,"model":"together_ai/Qwen/Qwen3-Next-80(...TRUNCATED) | [
true
] | [{"correct_answer_index":1,"correct_answer_number":2,"correct_answer_text":"Daisy","extracted_number(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00037335,"finish_reason":"stop","input_tokens":1865,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by clearly listing suspects, framing each as (...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
"In the dense, dank heart of the rainforest, Skylar's life was brutally silenced with a lead pipe, l(...TRUNCATED) | Who is the most likely murderer? | ['Albert', 'Mya'] | 1 | Mya | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Mya is the killer. \n CONDITION 1 (Means): Mya must have had access to the lead pipe(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0011030999999999999,"finish_reason":"stop","input_tokens":2204,"model":"together_ai/Qwen/(...TRUNCATED) | [
true
] | [{"correct_answer_index":1,"correct_answer_number":2,"correct_answer_text":"Mya","extracted_number":(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00036524999999999996,"finish_reason":"stop","input_tokens":1815,"model":"gpt-4o-mini-2024(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by listing all suspects, framing each as a hy(...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
"In the hallowed silence of a synagogue, a shocking murder unfolds as Derek is impaled by a harpoon,(...TRUNCATED) | Who is the most likely murderer? | ['Hailey', 'Angela'] | 1 | Angela | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Hailey is the killer. \n CONDITION 1 (Means): Hailey must have had access to the har(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0012936,"finish_reason":"stop","input_tokens":2464,"model":"together_ai/Qwen/Qwen3-Next-8(...TRUNCATED) | [
true
] | [{"correct_answer_index":1,"correct_answer_number":2,"correct_answer_text":"Angela","extracted_numbe(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00037935,"finish_reason":"stop","input_tokens":1917,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by systematically listing suspects, framing h(...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
"In the haze of neon lights and the serving of a silent hand of fate, Timothy lies dead in a casino,(...TRUNCATED) | Who is the most likely murderer? | ['Harry', 'Rosemary'] | 1 | Rosemary | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Harry is the killer. \n CONDITION 1 (Means): Harry must have had access to the sai. (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.00127125,"finish_reason":"stop","input_tokens":2265,"model":"together_ai/Qwen/Qwen3-Next-(...TRUNCATED) | [
false
] | [{"correct_answer_index":1,"correct_answer_number":2,"correct_answer_text":"Rosemary","extracted_num(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00037259999999999995,"finish_reason":"stop","input_tokens":1912,"model":"gpt-4o-mini-2024(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by systematically listing suspects, framing h(...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
"In the aftermath of a devastating home explosion that claims the life of Angela, seasoned Detective(...TRUNCATED) | Who is the most likely murderer? | ['Patrick', 'Alvin'] | 0 | Patrick | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Patrick is the killer. \n CONDITION 1 (Means): Patrick must have had access to the e(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.00133245,"finish_reason":"stop","input_tokens":2213,"model":"together_ai/Qwen/Qwen3-Next-(...TRUNCATED) | [
true
] | [{"correct_answer_index":0,"correct_answer_number":1,"correct_answer_text":"Patrick","extracted_numb(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0003834,"finish_reason":"stop","input_tokens":1956,"model":"gpt-4o-mini-2024-07-18","outp(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by systematically listing suspects, framing h(...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
"In the frost-kissed tranquility of a chalet, Malaysia meets a fatal end by a rifle's sinister call,(...TRUNCATED) | Who is the most likely murderer? | ['Letti', 'Evelyn'] | 1 | Evelyn | musr | [{"content":"You are a helpful assistant that will answer the questions given by the user.","role":"(...TRUNCATED) | ["HYPOTHESIS: Evelyn is the killer. \n CONDITION 1 (Means): Evelyn must have had access to the rif(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0012528,"finish_reason":"stop","input_tokens":2032,"model":"together_ai/Qwen/Qwen3-Next-8(...TRUNCATED) | [
true
] | [{"correct_answer_index":1,"correct_answer_number":2,"correct_answer_text":"Evelyn","extracted_numbe(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00037935,"finish_reason":"stop","input_tokens":1925,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by clearly listing all suspects, framing each(...TRUNCATED) | ["SUSPECT INVENTORY","HYPOTHESIS FRAMING","CONDITIONS FIRST","SEQUENTIAL TESTING","EXPLICIT VERDICTS(...TRUNCATED) | [] |
t1-strategy-musr-counterfactual-qwen3-80b-instruct-musr-cfact
Strategy compliance evaluation on MuSR murder mysteries — counterfactual-hypothesis variant.
Model was instructed to use Counterfactual Hypothesis Testing with Early Termination (assume each suspect is guilty, test conditions, stop at first contradiction). Compliance is scored by an LLM judge (1-5 Likert) against the Criterion-First rubric.
Results
| Metric | Value |
|---|---|
| pass@1 | 0.9000 |
| Strategy compliance (mean) | 5.00 |
| Strategy compliance (min) | 5 |
| Strategy compliance (max) | 5 |
| Total problems | 10 |
Compliance Distribution
| Score | Count | Meaning |
|---|---|---|
| 1 | 0 | Non-compliant |
| 2 | 0 | Minimal |
| 3 | 0 | Partial |
| 4 | 0 | Mostly compliant |
| 5 | 10 | Fully compliant |
Details
| Parameter | Value |
|---|---|
| Model | together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct |
| Thinking | False |
| Temperature | 0.7 |
| Max tokens | 32768 |
| Judge model | openai/gpt-4o-mini |
| Num examples | 10 |
| Variant | counterfactual-hypothesis |
Usage
from datasets import load_dataset
ds = load_dataset("reasoning-degeneration-dev/t1-strategy-musr-counterfactual-qwen3-80b-instruct-musr-cfact", split="train")
scores = ds["strategy_compliance"]
print(f"Mean compliance: {sum(scores) / len(scores):.2f}")
Tracked in reasoning-degeneration-dev/PROJECT-MANIFEST
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