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 CRITERION-FIRST CROSS-CUTTING ANALYSIS. This is a specific structure where you evaluate A... | [
"STEP 1 — SUSPECT INVENTORY: \n- Mack \n- Taylor \n\n---\n\nMEANS ANALYSIS: \n\nSuspect: Mack — Mack is an interior designer who recently purchased a venomous snake, as confirmed by store receipts found at his shop, 'The Design Dwelling.' The article in Winston’s newspaper explicitly states Mack’s recent acquis... | [
{
"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": 0.0019785000000000002,
"finish_reason": "stop",
"input_tokens": 1970,
"model": "together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct",
"output_tokens": 1122,
"raw_response": "{\"id\": \"oYRcpPY-4YNCb4-9d2099952b73e55d\", \"created\": 1771785515, \"model\": \"together_ai/Qwen/Qwen3-Next-80B... | [
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": 0.00043079999999999995,
"finish_reason": "stop",
"input_tokens": 2300,
"model": "gpt-4o-mini-2024-07-18",
"output_tokens": 143,
"raw_response": "{\"id\": \"chatcmpl-DC8dj9C0IyQZEvDuDzmyqJI5WYlgL\", \"created\": 1771785519, \"model\": \"gpt-4o-mini-2024-07-18\", \"object\": \"chat.c... | 5 | The model fully complies with the prescribed strategy by clearly following the criterion-first structure throughout the analysis. It effectively evaluates all suspects on each criterion before moving to the next, includes explicit rankings and comparisons, and provides a comprehensive synthesis of the findings. | [
"SUSPECT INVENTORY",
"MEANS ANALYSIS",
"MOTIVE ANALYSIS",
"OPPORTUNITY ANALYSIS",
"CROSS-CUTTING COMPARISON",
"EXPLICIT LABELS",
"CRITERION-FIRST ORDER",
"SYNTHESIS"
] | [] |
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 CRITERION-FIRST CROSS-CUTTING ANALYSIS. This is a specific structure where you evaluate A... | [
"STEP 1 — SUSPECT INVENTORY: \nSuspects: Penelope, Francis\n\n—\n\nSTEP 2 — MEANS ANALYSIS: \nEvaluate access to the murder weapon: a pickaxe.\n\nPenelope: \nDetective Winston observed that Penelope’s neighbor had seen her with a pickaxe multiple times recently, in the same general area near the abandoned factor... | [
{
"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": 0.00211005,
"finish_reason": "stop",
"input_tokens": 2027,
"model": "together_ai/Qwen/Qwen3-Next-80B-A3B-Instruct",
"output_tokens": 1204,
"raw_response": "{\"id\": \"oYRcpPW-4YNCb4-9d2099953c2c64b8\", \"created\": 1771785516, \"model\": \"together_ai/Qwen/Qwen3-Next-80B-A3B-Instru... | [
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": 0.00044625000000000003,
"finish_reason": "stop",
"input_tokens": 2387,
"model": "gpt-4o-mini-2024-07-18",
"output_tokens": 147,
"raw_response": "{\"id\": \"chatcmpl-DC8dj3YfqUiSOZsGXYtoNwczhGvGW\", \"created\": 1771785519, \"model\": \"gpt-4o-mini-2024-07-18\", \"object\": \"chat.c... | 5 | The model fully complies with the prescribed strategy by clearly following the criterion-first structure throughout the analysis. It evaluates all suspects on means, motive, and opportunity in separate sections, includes explicit rankings and comparisons, and provides a comprehensive synthesis that tallies the results ... | [
"SUSPECT INVENTORY",
"MEANS ANALYSIS",
"MOTIVE ANALYSIS",
"OPPORTUNITY ANALYSIS",
"CROSS-CUTTING COMPARISON",
"EXPLICIT LABELS",
"CRITERION-FIRST ORDER",
"SYNTHESIS"
] | [] |
"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) | ["STEP 1 — SUSPECT INVENTORY: \nSuspects: Letti, Deborah\n\n—\n\nSTEP 2 — MEANS ANALYSIS: \n(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.002064,"finish_reason":"stop","input_tokens":2060,"model":"together_ai/Qwen/Qwen3-Next-80(...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":0.00043919999999999994,"finish_reason":"stop","input_tokens":2356,"model":"gpt-4o-mini-2024(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by clearly following the criterion-first stru(...TRUNCATED) | ["SUSPECT INVENTORY","MEANS ANALYSIS","MOTIVE ANALYSIS","OPPORTUNITY ANALYSIS","CROSS-CUTTING COMPAR(...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) | ["STEP 1 — SUSPECT INVENTORY: \nLucy \nJacqueline \n\n---\n\nMEANS ANALYSIS: \n\nLucy — Lucy(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0019177500000000002,"finish_reason":"stop","input_tokens":1995,"model":"together_ai/Qwen/(...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":0.00042405,"finish_reason":"stop","input_tokens":2251,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully adheres to the prescribed reasoning strategy, completing each step in the required (...TRUNCATED) | ["SUSPECT INVENTORY","MEANS ANALYSIS","MOTIVE ANALYSIS","OPPORTUNITY ANALYSIS","CROSS-CUTTING COMPAR(...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) | ["STEP 1 — SUSPECT INVENTORY: \n- Daisy \n- Dexter \n\n---\n\nMEANS ANALYSIS: \n\nSuspect: Dai(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0020373,"finish_reason":"stop","input_tokens":2002,"model":"together_ai/Qwen/Qwen3-Next-8(...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":0.00045224999999999996,"finish_reason":"stop","input_tokens":2339,"model":"gpt-4o-mini-2024(...TRUNCATED) | 4 | "The model mostly adheres to the prescribed strategy, successfully completing the suspect inventory,(...TRUNCATED) | ["SUSPECT INVENTORY","MEANS ANALYSIS","MOTIVE ANALYSIS","OPPORTUNITY ANALYSIS","CROSS-CUTTING COMPAR(...TRUNCATED) | [
"Correct labeling of the MOTIVE section"
] |
"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) | ["STEP 1 — SUSPECT INVENTORY: \nSuspects: Albert, Mya\n\n—\n\nMEANS ANALYSIS: \nSuspect A (Mya(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0017664,"finish_reason":"stop","input_tokens":2096,"model":"together_ai/Qwen/Qwen3-Next-8(...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":0.00040815,"finish_reason":"stop","input_tokens":2145,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully adheres to the prescribed reasoning strategy, completing each step in the required (...TRUNCATED) | ["SUSPECT INVENTORY","MEANS ANALYSIS","MOTIVE ANALYSIS","OPPORTUNITY ANALYSIS","CROSS-CUTTING COMPAR(...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) | ["STEP 1 — SUSPECT INVENTORY: \nHailey, Angela\n\n---\n\nMEANS ANALYSIS: \n\nHailey — Hailey w(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0025583999999999997,"finish_reason":"stop","input_tokens":2356,"model":"together_ai/Qwen/(...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":0.0004912499999999999,"finish_reason":"stop","input_tokens":2647,"model":"gpt-4o-mini-2024-(...TRUNCATED) | 4 | "The model mostly adheres to the prescribed strategy, successfully completing the suspect inventory (...TRUNCATED) | ["SUSPECT INVENTORY","MEANS ANALYSIS","MOTIVE ANALYSIS","OPPORTUNITY ANALYSIS","CROSS-CUTTING COMPAR(...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) | ["STEP 1 — SUSPECT INVENTORY: \n- Harry \n- Rosemary \n\n---\n\nMEANS ANALYSIS: \n\nSuspect: H(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.00207855,"finish_reason":"stop","input_tokens":2157,"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":0.00050145,"finish_reason":"stop","input_tokens":2343,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by clearly following the criterion-first stru(...TRUNCATED) | ["Lists all suspects at the start (SUSPECT INVENTORY)","Creates a dedicated MEANS ANALYSIS section e(...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) | ["STEP 1 — SUSPECT INVENTORY: \n- Patrick \n- Alvin \n\n---\n\nSTEP 2 — MEANS ANALYSIS: \n\n(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0026107500000000002,"finish_reason":"stop","input_tokens":2105,"model":"together_ai/Qwen/(...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":0.00049575,"finish_reason":"stop","input_tokens":2697,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 5 | "The model fully adheres to the prescribed reasoning strategy, completing each step in the required (...TRUNCATED) | ["SUSPECT INVENTORY","MEANS ANALYSIS","MOTIVE ANALYSIS","OPPORTUNITY ANALYSIS","CROSS-CUTTING COMPAR(...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) | ["STEP 1 — SUSPECT INVENTORY: \nSuspects: Evelyn, Letti \n\n---\n\nSTEP 2 — MEANS ANALYSIS: \(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0020526,"finish_reason":"stop","input_tokens":1924,"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":0.000504,"finish_reason":"stop","input_tokens":2352,"model":"gpt-4o-mini-2024-07-18","outpu(...TRUNCATED) | 5 | "The model fully complies with the prescribed strategy by clearly following the criterion-first cros(...TRUNCATED) | ["Lists all suspects at the start (SUSPECT INVENTORY)","Creates a dedicated MEANS ANALYSIS section e(...TRUNCATED) | [] |
t1-strategy-musr-critfirst-qwen3-80b-instruct-musr-cf
Strategy compliance evaluation on MuSR murder mysteries — evidence-matrix variant.
Model was instructed to use Criterion-First Cross-Cutting Analysis (evaluate all suspects per criterion before moving to the next). 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) | 4.80 |
| Strategy compliance (min) | 4 |
| Strategy compliance (max) | 5 |
| Total problems | 10 |
Compliance Distribution
| Score | Count | Meaning |
|---|---|---|
| 1 | 0 | Non-compliant |
| 2 | 0 | Minimal |
| 3 | 0 | Partial |
| 4 | 2 | Mostly compliant |
| 5 | 8 | 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 | evidence-matrix |
Usage
from datasets import load_dataset
ds = load_dataset("reasoning-degeneration-dev/t1-strategy-musr-critfirst-qwen3-80b-instruct-musr-cf", 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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