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intelligence-ladder / reference /RESULTS-reference.md
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Reference tables

Copied verbatim from the private run report that the original harness generated (summarize.py, results as of 2026-11-04). Only these two tables are copied. reproduce.py recomputes both from data/results.jsonl and requires an exact line match.

Capability profile

Model Family A B C D Eligible? Productive Traps
RK1-Qwen3-4B R1: Simple functions 3/3 3/3 3/3 3/3 yes 12/12 12/12
RK1-Qwen3-4B R2: Edge cases / Unicode / nonmutation 3/3 0/3 0/3 0/3 no 3/12 9/12
RK1-Qwen3-4B R3: Three-file package repairs 0/3 0/3 0/3 0/3 no 0/12 12/12
RK1-Qwen3-4B R4: Tool-mediated debugging 0/3 0/3 0/3 0/3 no 0/12 12/12
RK1-Qwen3-4B R5: Bounded two-turn revisions 3/3 0/3 0/3 3/3 no 6/12 12/12
RK1-Qwen3-4B R6: Implementation plus self-authored mutation tests 0/3 0/3 0/3 0/3 no 0/12 12/12
RK1-Qwen3-4B R7: Multi-file package feature 0/3 0/3 0/3 0/3 no 0/12 12/12
alibaba/qwen-flash R1: Simple functions 3/3 3/3 3/3 3/3 yes 12/12 12/12
alibaba/qwen-flash R2: Edge cases / Unicode / nonmutation 3/3 0/3 3/3 3/3 no 9/12 9/12
alibaba/qwen-flash R3: Three-file package repairs 3/3 0/3 3/3 2/3 no 8/12 12/12
alibaba/qwen-flash R4: Tool-mediated debugging 0/3 0/3 0/3 0/3 no 0/12 12/12
alibaba/qwen-flash R5: Bounded two-turn revisions 3/3 3/3 3/3 3/3 yes 12/12 12/12
alibaba/qwen-flash R6: Implementation plus self-authored mutation tests 1/3 0/3 0/3 2/3 no 3/12 12/12
alibaba/qwen-flash R7: Multi-file package feature 3/3 3/3 0/3 0/3 no 6/12 12/12
alibaba/qwen-plus R1: Simple functions 3/3 3/3 3/3 3/3 yes 12/12 12/12
alibaba/qwen-plus R2: Edge cases / Unicode / nonmutation 3/3 3/3 3/3 3/3 yes 12/12 6/12
alibaba/qwen-plus R3: Three-file package repairs 3/3 3/3 3/3 3/3 yes 12/12 12/12
alibaba/qwen-plus R4: Tool-mediated debugging 3/3 3/3 0/3 3/3 no 9/12 12/12
alibaba/qwen-plus R5: Bounded two-turn revisions 3/3 3/3 3/3 3/3 yes 12/12 12/12
alibaba/qwen-plus R6: Implementation plus self-authored mutation tests 0/3 0/3 1/1 0/0 incomplete 1/7 6/6
alibaba/qwen-plus R7: Multi-file package feature 0/0 0/0 0/0 0/0 incomplete 0/0 0/0
astra R1: Simple functions 3/3 3/3 3/3 3/3 yes 12/12 12/12
astra R2: Edge cases / Unicode / nonmutation 3/3 3/3 3/3 3/3 yes 12/12 12/12
astra R3: Three-file package repairs 3/3 3/3 3/3 3/3 yes 12/12 12/12
astra R4: Tool-mediated debugging 3/3 3/3 3/3 2/3 yes 11/12 12/12
astra R5: Bounded two-turn revisions 3/3 3/3 3/3 3/3 yes 12/12 12/12
astra R6: Implementation plus self-authored mutation tests 3/3 3/3 3/3 3/3 yes 12/12 12/12
astra R7: Multi-file package feature 3/3 3/3 3/3 3/3 yes 12/12 12/12
deepseek-v4-flash R1: Simple functions 3/3 3/3 3/3 3/3 yes 12/12 12/12
deepseek-v4-flash R2: Edge cases / Unicode / nonmutation 1/3 2/3 1/3 3/3 no 7/12 9/12
deepseek-v4-flash R3: Three-file package repairs 0/3 1/3 1/3 0/3 no 2/12 12/12
deepseek-v4-flash R4: Tool-mediated debugging 3/3 2/3 2/3 3/3 yes 10/12 12/12
deepseek-v4-flash R5: Bounded two-turn revisions 3/3 3/3 2/3 3/3 yes 11/12 12/12
deepseek-v4-flash R6: Implementation plus self-authored mutation tests 2/3 0/3 0/3 0/3 no 2/12 12/12
deepseek-v4-flash R7: Multi-file package feature 3/3 3/3 3/3 3/3 yes 12/12 12/12
glm-4.7-flash R1: Simple functions 0/3 0/3 0/3 0/3 no 0/12 11/12
glm-4.7-flash R2: Edge cases / Unicode / nonmutation 0/3 0/3 0/3 0/3 no 0/12 3/12
glm-4.7-flash R3: Three-file package repairs 0/3 0/3 0/3 0/3 no 0/12 11/12
glm-4.7-flash R4: Tool-mediated debugging 0/3 0/3 0/3 0/3 no 0/12 8/12
glm-4.7-flash R5: Bounded two-turn revisions 0/3 0/3 0/3 0/3 no 0/12 11/12
glm-4.7-flash R6: Implementation plus self-authored mutation tests 2/3 0/3 1/3 0/3 no 3/12 7/12
glm-4.7-flash R7: Multi-file package feature 0/3 0/3 0/3 0/3 no 0/12 12/12
gpt-5-nano R1: Simple functions 0/3 0/3 0/3 0/3 no 0/12 12/12
gpt-5-nano R2: Edge cases / Unicode / nonmutation 0/3 0/3 0/3 0/3 no 0/12 7/12
gpt-5-nano R3: Three-file package repairs 0/3 0/3 0/3 0/3 no 0/12 12/12
gpt-5-nano R4: Tool-mediated debugging 0/3 0/3 0/3 0/3 no 0/12 12/12
gpt-5-nano R5: Bounded two-turn revisions 0/3 0/3 0/3 0/3 no 0/12 12/12
gpt-5-nano R6: Implementation plus self-authored mutation tests 1/3 0/3 0/3 0/3 no 1/12 12/12
gpt-5-nano R7: Multi-file package feature 0/3 0/3 0/3 0/3 no 0/12 12/12
qwen3.7-flash R1: Simple functions 3/3 0/3 0/3 0/3 no 3/12 10/12
qwen3.7-flash R2: Edge cases / Unicode / nonmutation 0/3 0/3 0/3 0/3 no 0/12 3/12
qwen3.7-flash R3: Three-file package repairs 0/3 0/3 0/3 0/3 no 0/12 10/12
qwen3.7-flash R4: Tool-mediated debugging 0/3 0/3 0/3 0/3 no 0/12 10/12
qwen3.7-flash R5: Bounded two-turn revisions 0/3 0/3 0/3 0/3 no 0/12 8/12
qwen3.7-flash R6: Implementation plus self-authored mutation tests 0/3 0/3 0/3 1/3 no 1/12 12/12
qwen3.7-flash R7: Multi-file package feature 0/3 0/3 0/3 0/3 no 0/12 12/12

R6 component scores

Model Behavioral passes Tests valid on reference Mutants killed
RK1-Qwen3-4B 6/12 0/12 15/30
alibaba/qwen-flash 8/12 3/12 40/40
alibaba/qwen-plus 5/7 1/7 25/25
astra 12/12 12/12 60/60
deepseek-v4-flash 2/12 2/12 10/10
glm-4.7-flash 3/12 3/12 15/15
gpt-5-nano 1/12 1/12 5/5
qwen3.7-flash 1/12 1/12 5/5