question stringclasses 10
values | metadata stringclasses 10
values | task_source stringclasses 1
value | formatted_prompt listlengths 2 2 | response listlengths 1 1 | formatted_prompt__metadata listlengths 1 1 | response__metadata listlengths 1 1 | response__extractions listlengths 1 1 | response__extractions_metadata listlengths 1 1 | eval_correct listlengths 1 1 | eval_correct__metadata listlengths 1 1 | _judge_prompt__metadata listlengths 1 1 | _judge_response__metadata listlengths 1 1 | strategy_compliance int64 1 4 | compliance_reasoning stringclasses 10
values | compliance_elements_followed listlengths 0 7 | compliance_elements_missed listlengths 1 8 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
"Using ALL of the numbers 28, 98, 44, 14, 69, 49, 7, 46, create an expression that equals 303. You m(...TRUNCATED) | "{\"numbers\": [28, 98, 44, 14, 69, 49, 7, 46], \"target\": 303, \"operators_used\": [\"*\", \"*\", (...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["Okay, let's see. I need to use all the numbers 28, 98, 44, 14, 69, 49, 7, 46 to make 303. Hmm, tha(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.04927695,"finish_reason":"length","input_tokens":833,"model":"together_ai/Qwen/Qwen3-Next(...TRUNCATED) | [
[]
] | [
[]
] | [
[]
] | [
[]
] | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.004401749999999999,"finish_reason":"stop","input_tokens":28705,"model":"gpt-4o-mini-2024-(...TRUNCATED) | 2 | "The model begins by listing the available numbers and the target, which aligns with the inventory s(...TRUNCATED) | [
"Lists all available numbers and target at the start (INVENTORY step)"
] | ["Picks pairs of numbers and tries operations systematically (BRANCH step)","Tracks the available nu(...TRUNCATED) |
"Using ALL of the numbers 25, 69, 58, 14, 55, 24, 36, 60, create an expression that equals 176. You (...TRUNCATED) | "{\"numbers\": [25, 69, 58, 14, 55, 24, 36, 60], \"target\": 176, \"operators_used\": [\"-\", \"+\",(...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["Okay, let's tackle this problem. We need to use all the numbers 25, 69, 58, 14, 55, 24, 36, 60 to (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.049277100000000004,"finish_reason":"length","input_tokens":834,"model":"together_ai/Qwen/(...TRUNCATED) | [
[]
] | [
[]
] | [
[]
] | [
[]
] | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00409305,"finish_reason":"stop","input_tokens":26411,"model":"gpt-4o-mini-2024-07-18","ou(...TRUNCATED) | 2 | "The model begins by acknowledging the strategy and listing the available numbers and target, which (...TRUNCATED) | [
"Lists all available numbers and target at the start (INVENTORY step)"
] | ["Picks pairs of numbers and tries operations systematically (BRANCH step)","Tracks the available nu(...TRUNCATED) |
"Using ALL of the numbers 55, 36, 6, 3, 14, 99, 17, 82, create an expression that equals 245. You mu(...TRUNCATED) | "{\"numbers\": [55, 36, 6, 3, 14, 99, 17, 82], \"target\": 245, \"operators_used\": [\"*\", \"-\", \(...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["<think>\nOkay, let's see. I need to use all the numbers 55, 36, 6, 3, 14, 99, 17, 82 to make 245. (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0097188,"finish_reason":"stop","input_tokens":832,"model":"together_ai/Qwen/Qwen3-Next-80(...TRUNCATED) | [["tags.\n\nBut the problem says \"the answer should be a single arithmetic expression using the giv(...TRUNCATED) | [
[
{
"end_index": 14687,
"end_phrase": "</answer>",
"start_index": 14067,
"start_phrase": "<answer>"
}
]
] | [
[
false
]
] | [[{"answer_block":"tags.\n\nBut the problem says \"the answer should be a single arithmetic expressi(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0010739999999999999,"finish_reason":"stop","input_tokens":6288,"model":"gpt-4o-mini-2024-(...TRUNCATED) | 3 | "The model demonstrates some understanding of the systematic tree search strategy, particularly in l(...TRUNCATED) | ["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...TRUNCATED) | ["Uses explicit tree structure (branches, levels, indentation, or labeling)","Explicitly marks dead (...TRUNCATED) |
"Using ALL of the numbers 87, 69, 43, 4, 55, 34, 23, 2, create an expression that equals 874. You mu(...TRUNCATED) | "{\"numbers\": [87, 69, 43, 4, 55, 34, 23, 2], \"target\": 874, \"operators_used\": [\"*\", \"+\", \(...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["<think>\nOkay, let's tackle this problem. We need to use all the numbers 87, 69, 43, 4, 55, 34, 23(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.047647800000000004,"finish_reason":"stop","input_tokens":832,"model":"together_ai/Qwen/Qw(...TRUNCATED) | [["(55 - 34 - (4 / 2)) * 23 + (87 - 69 - 43)","(55 - (34 / 2)) * 23 + (87 - 69 - 43 + 4)","(87 * (69(...TRUNCATED) | [[{"end_index":59286,"end_phrase":"</answer>","start_index":59228,"start_phrase":"<answer>"},{"end_i(...TRUNCATED) | [
[
false,
false,
false,
false,
false,
false,
false
]
] | [[{"answer_block":"(55 - 34 - (4 / 2)) * 23 + (87 - 69 - 43)","error":"Could not evaluate expression(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00408195,"finish_reason":"stop","input_tokens":26357,"model":"gpt-4o-mini-2024-07-18","ou(...TRUNCATED) | 1 | "The model completely disregards the prescribed strategy and instead engages in a lengthy, unstructu(...TRUNCATED) | [] | ["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...TRUNCATED) |
"Using ALL of the numbers 56, 63, 7, 50, 44, 1, 87, 52, create an expression that equals 132. You mu(...TRUNCATED) | "{\"numbers\": [56, 63, 7, 50, 44, 1, 87, 52], \"target\": 132, \"operators_used\": [\"-\", \"/\", \(...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["<think>\nOkay, let's see. I need to use all the numbers 56, 63, 7, 50, 44, 1, 87, 52 to make 132. (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.0141933,"finish_reason":"stop","input_tokens":832,"model":"together_ai/Qwen/Qwen3-Next-80(...TRUNCATED) | [
[
"((87 + 56) - (63 - 52)) * ((50 - 44) / (7 - 1))"
]
] | [
[
{
"end_index": 20704,
"end_phrase": "</answer>",
"start_index": 20640,
"start_phrase": "<answer>"
}
]
] | [
[
false
]
] | [[{"answer_block":"((87 + 56) - (63 - 52)) * ((50 - 44) / (7 - 1))","error":"Could not evaluate expr(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0014367,"finish_reason":"stop","input_tokens":8690,"model":"gpt-4o-mini-2024-07-18","outp(...TRUNCATED) | 4 | "The model demonstrates a strong adherence to the systematic tree search strategy, including a clear(...TRUNCATED) | ["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...TRUNCATED) | [
"Avoids heuristic reasoning (no 'close to target', 'approximately', estimation)"
] |
"Using ALL of the numbers 32, 32, 36, 58, 2, 97, 60, 11, create an expression that equals 409. You m(...TRUNCATED) | "{\"numbers\": [32, 32, 36, 58, 2, 97, 60, 11], \"target\": 409, \"operators_used\": [\"/\", \"*\", (...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["<think>\nOkay, let's see. I need to use all the numbers 32, 32, 36, 58, 2, 97, 60, 11 to make 409.(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.011853450000000001,"finish_reason":"stop","input_tokens":833,"model":"together_ai/Qwen/Qw(...TRUNCATED) | [
[
"((97 * (36 - 32)) + (32 - 11)) * (60 / (58 + 2))"
]
] | [
[
{
"end_index": 18539,
"end_phrase": "</answer>",
"start_index": 18474,
"start_phrase": "<answer>"
}
]
] | [
[
false
]
] | [[{"answer_block":"((97 * (36 - 32)) + (32 - 11)) * (60 / (58 + 2))","error":"Could not evaluate exp(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0012541499999999999,"finish_reason":"stop","input_tokens":7525,"model":"gpt-4o-mini-2024-(...TRUNCATED) | 2 | "The model acknowledges the strategy and attempts to follow it but quickly reverts to a more ad-hoc (...TRUNCATED) | [
"Lists all available numbers and target at the start (INVENTORY step)"
] | ["Picks pairs of numbers and tries operations systematically (BRANCH step)","Tracks the available nu(...TRUNCATED) |
"Using ALL of the numbers 38, 30, 47, 23, 39, 2, 91, 1, create an expression that equals 785. You mu(...TRUNCATED) | "{\"numbers\": [38, 30, 47, 23, 39, 2, 91, 1], \"target\": 785, \"operators_used\": [\"-\", \"*\", \(...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["<think>\nOkay, let's see. I need to use all the numbers 38, 30, 47, 23, 39, 2, 91, 1 to make 785. (...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.008791799999999999,"finish_reason":"stop","input_tokens":832,"model":"together_ai/Qwen/Qw(...TRUNCATED) | [
[
"91 * (38 - 30) + 47 + 23 - 39 / (2 + 1)"
]
] | [
[
{
"end_index": 12828,
"end_phrase": "</answer>",
"start_index": 12772,
"start_phrase": "<answer>"
}
]
] | [
[
false
]
] | [[{"answer_block":"91 * (38 - 30) + 47 + 23 - 39 / (2 + 1)","error":"Could not evaluate expression",(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.00100005,"finish_reason":"stop","input_tokens":5783,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 4 | "The model demonstrates a strong adherence to the systematic tree search strategy, including a clear(...TRUNCATED) | ["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...TRUNCATED) | [
"Avoids heuristic reasoning (no 'close to target', 'approximately', estimation)"
] |
"Using ALL of the numbers 13, 1, 13, 68, 2, 2, 93, 62, create an expression that equals 102. You mus(...TRUNCATED) | "{\"numbers\": [13, 1, 13, 68, 2, 2, 93, 62], \"target\": 102, \"operators_used\": [\"/\", \"-\", \"(...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["<think>\nOkay, let's try to solve this problem. We need to use all the numbers 13, 1, 13, 68, 2, 2(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.01170765,"finish_reason":"stop","input_tokens":831,"model":"together_ai/Qwen/Qwen3-Next-8(...TRUNCATED) | [
[
"68 * 2 - (93 - 62 + 13 / 13 + 2) * 1"
]
] | [
[
{
"end_index": 17257,
"end_phrase": "</answer>",
"start_index": 17204,
"start_phrase": "<answer>"
}
]
] | [
[
false
]
] | [[{"answer_block":"68 * 2 - (93 - 62 + 13 / 13 + 2) * 1","error":"Could not evaluate expression","fi(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0012444,"finish_reason":"stop","input_tokens":7596,"model":"gpt-4o-mini-2024-07-18","outp(...TRUNCATED) | 2 | "The model begins by listing the available numbers and the target, which aligns with the inventory s(...TRUNCATED) | [
"Lists all available numbers and target at the start (INVENTORY step)"
] | ["Picks pairs of numbers and tries operations systematically (BRANCH step)","Tracks the available nu(...TRUNCATED) |
"Using ALL of the numbers 87, 1, 21, 9, 57, 45, 6, 17, create an expression that equals 113. You mus(...TRUNCATED) | "{\"numbers\": [87, 1, 21, 9, 57, 45, 6, 17], \"target\": 113, \"operators_used\": [\"/\", \"*\", \"(...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["Okay, let's tackle this problem step by step. The goal is to use all the numbers 87, 1, 21, 9, 57,(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.04927665,"finish_reason":"length","input_tokens":831,"model":"together_ai/Qwen/Qwen3-Next(...TRUNCATED) | [
[
"87 + 17 + 57 - 45 - 21 + 9 - 6 - 1 = 113",
"87 + 17 + 57 - 45 - 21 + 9 - 6 - 1 = 113"
]
] | [[{"end_index":59592,"end_phrase":"</answer>","start_index":59535,"start_phrase":"<answer>"},{"end_i(...TRUNCATED) | [
[
false,
false
]
] | [[{"answer_block":"87 + 17 + 57 - 45 - 21 + 9 - 6 - 1 = 113","error":"Could not evaluate expression"(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0042165,"finish_reason":"stop","input_tokens":27298,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED) | 2 | "The model acknowledges the strategy at the beginning but quickly reverts to a more ad-hoc reasoning(...TRUNCATED) | [
"Lists all available numbers and target at the start (INVENTORY step)"
] | ["Picks pairs of numbers and tries operations systematically (BRANCH step)","Tracks the available nu(...TRUNCATED) |
"Using ALL of the numbers 60, 90, 39, 30, 53, 15, 18, 6, create an expression that equals 239. You m(...TRUNCATED) | "{\"numbers\": [60, 90, 39, 30, 53, 15, 18, 6], \"target\": 239, \"operators_used\": [\"+\", \"*\", (...TRUNCATED) | countdown | [{"content":"You are a math problem solver. Solve the given arithmetic problem step by step. Show yo(...TRUNCATED) | ["<think>\nOkay, let's tackle this problem. We need to use all the numbers 60, 90, 39, 30, 53, 15, 1(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/Qwen/Qwen3-Next-80B-A(...TRUNCATED) | [{"cost":0.008427450000000001,"finish_reason":"stop","input_tokens":833,"model":"together_ai/Qwen/Qw(...TRUNCATED) | [
[
"(90 + 60 + 53 + 6 + 39) - (18 / (30 / 15))"
]
] | [
[
{
"end_index": 12335,
"end_phrase": "</answer>",
"start_index": 12276,
"start_phrase": "<answer>"
}
]
] | [
[
false
]
] | [[{"answer_block":"(90 + 60 + 53 + 6 + 39) - (18 / (30 / 15))","error":"Could not evaluate expressio(...TRUNCATED) | [{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED) | [{"cost":0.0009454499999999999,"finish_reason":"stop","input_tokens":5479,"model":"gpt-4o-mini-2024-(...TRUNCATED) | 2 | "The model acknowledges the strategy and attempts to follow it but quickly reverts to a more ad-hoc (...TRUNCATED) | [
"Lists all available numbers and target at the start (INVENTORY step)"
] | ["Picks pairs of numbers and tries operations systematically (BRANCH step)","Tracks the available nu(...TRUNCATED) |
t1-strategy-countdown-treesearch-together_ai-qwen-qwen3-next-80b-a3b-thin-8d79a62b
Strategy compliance evaluation on countdown arithmetic — tree-search variant.
Model was instructed to use a systematic tree search with explicit backtracking. Compliance is scored by an LLM judge (1-5 Likert).
Results
| Metric | Value |
|---|---|
| pass@1 | 0.0000 |
| Strategy compliance (mean) | 2.40 |
| Strategy compliance (min) | 1 |
| Strategy compliance (max) | 4 |
| Total problems | 10 |
Compliance Distribution
| Score | Count | Meaning |
|---|---|---|
| 1 | 1 | Non-compliant |
| 2 | 6 | Minimal |
| 3 | 1 | Partial |
| 4 | 2 | Mostly compliant |
| 5 | 0 | Fully compliant |
Details
| Parameter | Value |
|---|---|
| Model | together_ai/Qwen/Qwen3-Next-80B-A3B-Thinking |
| Thinking | True |
| Temperature | 0.7 |
| Max tokens | 32768 |
| Judge model | openai/gpt-4o-mini |
| Num examples | 10 |
| Num args | 8 |
| Variant | tree-search |
Usage
from datasets import load_dataset
ds = load_dataset("reasoning-degeneration-dev/t1-strategy-countdown-treesearch-together_ai-qwen-qwen3-next-80b-a3b-thin-8d79a62b", 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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