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"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)
["We need to find an expression using numbers 28,98,44,14,69,49,7,46 exactly once each, with operati(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"length","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Thi(...TRUNCATED)
[ [] ]
[ [] ]
[ [] ]
[ [] ]
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0052035,"finish_reason":"stop","input_tokens":33890,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED)
1
"The model completely disregards the prescribed reasoning strategy and instead relies on intuition a(...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...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)
["<think>\nWe need to find an expression using numbers 25,69,58,14,55,24,36,60 exactly once each, wi(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"stop","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Think(...TRUNCATED)
[["(69+55+60+14+36-58)*(25-24) = 176","10 + 5 * 2 = 20","(69+55+60+14+36-58)*(25-24) = 176","(69+55+(...TRUNCATED)
[[{"end_index":17753,"end_phrase":"</answer>","start_index":17703,"start_phrase":"<answer>"},{"end_i(...TRUNCATED)
[ [ true, false, true, true, true ] ]
[[{"answer_block":"(69+55+60+14+36-58)*(25-24) = 176","error":null,"final_answer":176.0,"is_correct"(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0012640499999999999,"finish_reason":"stop","input_tokens":7647,"model":"gpt-4o-mini-2024-(...TRUNCATED)
1
"The model completely ignores the prescribed strategy and does not follow the systematic tree search(...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...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)
["We need to solve a puzzle: Using numbers 55, 36, 6, 3, 14, 99, 17, 82, each exactly once, with ope(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"length","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Thi(...TRUNCATED)
[ [] ]
[ [] ]
[ [] ]
[ [] ]
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.00520725,"finish_reason":"stop","input_tokens":33919,"model":"gpt-4o-mini-2024-07-18","ou(...TRUNCATED)
1
"The model completely disregards the prescribed strategy and instead relies on intuition and unstruc(...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...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>\nWe need to create an expression using all numbers 87, 69, 43, 4, 55, 34, 23, 2 exactly on(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"stop","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Think(...TRUNCATED)
[["23 * ((87 - 55) + (34 - 4) - (69 - 43 - 2)) = 874","23 * ((87 - 55) + (34 - 4) - (69 - 43 - 2)) =(...TRUNCATED)
[[{"end_index":61033,"end_phrase":"</answer>","start_index":60967,"start_phrase":"<answer>"},{"end_i(...TRUNCATED)
[ [ true, true ] ]
[[{"answer_block":"23 * ((87 - 55) + (34 - 4) - (69 - 43 - 2)) = 874","error":null,"final_answer":87(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.004122300000000001,"finish_reason":"stop","input_tokens":26686,"model":"gpt-4o-mini-2024-(...TRUNCATED)
1
"The model completely disregards the prescribed strategy and instead relies on intuition and ad-hoc (...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)
["We need to create an expression using all numbers exactly once: 56, 63, 7, 50, 44, 1, 87, 52, to e(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"length","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Thi(...TRUNCATED)
[ [] ]
[ [] ]
[ [] ]
[ [] ]
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0052086,"finish_reason":"stop","input_tokens":33908,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED)
1
"The model completely disregards the prescribed strategy and instead relies on ad-hoc reasoning and (...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...TRUNCATED)
"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>\nWe need to find an expression using numbers: 32, 32, 36, 58, 2, 97, 60, 11. Use each exac(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"stop","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Think(...TRUNCATED)
[["(97+2) * (36-32) * (32/32) + (60-58) + 11 = 409","(97+2)*(36-32)*(32/32)+(60-58)+11 = 409","... e(...TRUNCATED)
[[{"end_index":21229,"end_phrase":"</answer>","start_index":21165,"start_phrase":"<answer>"},{"end_i(...TRUNCATED)
[ [ false, false, false, false, false ] ]
[[{"answer_block":"(97+2) * (36-32) * (32/32) + (60-58) + 11 = 409","error":"Expression uses an unav(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0014529,"finish_reason":"stop","input_tokens":8874,"model":"gpt-4o-mini-2024-07-18","outp(...TRUNCATED)
1
"The model completely ignores the systematic tree search strategy and instead relies on ad-hoc reaso(...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...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>\nWe need to find an expression using numbers: 38, 30, 47, 23, 39, 2, 91, 1, each exactly o(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"stop","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Think(...TRUNCATED)
[["tags, as a single arithmetic expression using the given numbers that equals the target. Use each (...TRUNCATED)
[[{"end_index":24084,"end_phrase":"</answer>","start_index":23647,"start_phrase":"<answer>"},{"end_i(...TRUNCATED)
[ [ false, true, true ] ]
[[{"answer_block":"tags, as a single arithmetic expression using the given numbers that equals the t(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0016912499999999998,"finish_reason":"stop","input_tokens":10459,"model":"gpt-4o-mini-2024(...TRUNCATED)
1
"The model completely disregards the prescribed strategy and instead relies on intuition and heurist(...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...TRUNCATED)
"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>\nWe need to find an expression using numbers: 13, 1, 13, 68, 2, 2, 93, 62. Use each exactl(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"stop","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Think(...TRUNCATED)
[["(93 * 68) / 62 * ((13 + 2) / (13 + 2)) * 1 = 102","tags.\" So we need to show reasoning then fina(...TRUNCATED)
[[{"end_index":11785,"end_phrase":"</answer>","start_index":11720,"start_phrase":"<answer>"},{"end_i(...TRUNCATED)
[ [ true, false, true, true ] ]
[[{"answer_block":"(93 * 68) / 62 * ((13 + 2) / (13 + 2)) * 1 = 102","error":null,"final_answer":102(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0010083,"finish_reason":"stop","input_tokens":5874,"model":"gpt-4o-mini-2024-07-18","outp(...TRUNCATED)
1
"The model completely disregards the prescribed strategy and instead relies on intuition and ad-hoc (...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...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)
["<think>\nWe need to use numbers: 87, 1, 21, 9, 57, 45, 6, 17 to form expression equals 113. Use ea(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"stop","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Think(...TRUNCATED)
[["57 * ((87 - 45) / 21) - (17 - (9 + 6 + 1)) = 113","tags.\n\nThus, final answer: <answer>57 * ((87(...TRUNCATED)
[[{"end_index":78196,"end_phrase":"</answer>","start_index":78131,"start_phrase":"<answer>"},{"end_i(...TRUNCATED)
[ [ true, false, true ] ]
[[{"answer_block":"57 * ((87 - 45) / 21) - (17 - (9 + 6 + 1)) = 113","error":null,"final_answer":113(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0048725999999999995,"finish_reason":"stop","input_tokens":31632,"model":"gpt-4o-mini-2024(...TRUNCATED)
1
"The model completely disregards the prescribed strategy and instead relies on an unstructured, intu(...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...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)
["We need to create an expression using all numbers exactly once: 60, 90, 39, 30, 53, 15, 18, 6. Use(...TRUNCATED)
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"together_ai/moonshotai/Kimi-K2-Th(...TRUNCATED)
[{"cost":0.0,"finish_reason":"length","input_tokens":255,"model":"together_ai/moonshotai/Kimi-K2-Thi(...TRUNCATED)
[ [] ]
[ [] ]
[ [] ]
[ [] ]
[{"endpoint_type":"chat","litellm_function":"acompletion","model":"gpt-4o-mini-2024-07-18","raw_prom(...TRUNCATED)
[{"cost":0.0052116,"finish_reason":"stop","input_tokens":33900,"model":"gpt-4o-mini-2024-07-18","out(...TRUNCATED)
1
"The model completely ignores the prescribed strategy and instead relies on intuition and ad-hoc rea(...TRUNCATED)
[]
["Lists all available numbers and target at the start (INVENTORY step)","Picks pairs of numbers and (...TRUNCATED)

t1-strategy-countdown-anti-kimi-k2-thinking-kimi-think

Strategy compliance evaluation on countdown arithmetic — anti-strategy variant.

Model was explicitly told NOT to use tree search (anti-strategy control). Judge still scores against tree search rubric. Compliance is scored by an LLM judge (1-5 Likert).

Results

Metric Value
pass@1 0.5000
Strategy compliance (mean) 1.00
Strategy compliance (min) 1
Strategy compliance (max) 1
Total problems 10

Compliance Distribution

Score Count Meaning
1 10 Non-compliant
2 0 Minimal
3 0 Partial
4 0 Mostly compliant
5 0 Fully compliant

Details

Parameter Value
Model together_ai/moonshotai/Kimi-K2-Thinking
Thinking True
Temperature 0.7
Max tokens 32768
Judge model openai/gpt-4o-mini
Num examples 10
Num args 8
Variant anti-strategy

Usage

from datasets import load_dataset
ds = load_dataset("reasoning-degeneration-dev/t1-strategy-countdown-anti-kimi-k2-thinking-kimi-think", 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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