benchmark_id,benchmark_name,model_id,prescribed_category,rank
aider-polyglot,Aider Polyglot,claude_4_5_opus,Coding,12
aider-polyglot,Aider Polyglot,deepseek_r1,Coding,12
aider-polyglot,Aider Polyglot,deepseek_r1_0528,Coding,12
aider-polyglot,Aider Polyglot,deepseek_r1_zero,Coding,12
aider-polyglot,Aider Polyglot,deepseek_v3,Coding,12
aider-polyglot,Aider Polyglot,deepseek_v3_1,Coding,12
aider-polyglot,Aider Polyglot,deepseek_v3_1_terminus,Agentic & Task-Oriented,12
aider-polyglot,Aider Polyglot,deepseek_v3_2_exp,Agentic & Task-Oriented,12
aider-polyglot,Aider Polyglot,gemini_2_5_flash,Coding,12
aider-polyglot,Aider Polyglot,gemini_2_5_flash_lite,Coding,12
aider-polyglot,Aider Polyglot,gemini_2_5_pro,Coding,12
aider-polyglot,Aider Polyglot,gpt_4_1,Coding,12
aider-polyglot,Aider Polyglot,gpt_4_1_mini,Coding,12
aider-polyglot,Aider Polyglot,gpt_4_1_nano,Coding,12
aider-polyglot,Aider Polyglot,gpt_5,Coding,12
aider-polyglot,Aider Polyglot,gpt_5_mini,Coding,12
aider-polyglot,Aider Polyglot,magistral_medium,Reasoning,12
aider-polyglot,Aider Polyglot,o_3,Coding,12
aider-polyglot,Aider Polyglot,o_3_pro,Coding,12
aider-polyglot,Aider Polyglot,o_4_mini,Coding,12
aider-polyglot,Aider Polyglot,qwen_3,Uncategorized,12
bcb,BigCodeBench,olmo_3_base,Coding,41
bird-sql,Bird-SQL (Dev),gemini_2_flash,Coding,39
bird-sql,Bird-SQL (Dev),gemini_2_flash_lite,Coding,39
bird-sql,Bird-SQL (Dev),gemini_2_pro,Coding,39
codeforces,Codeforces,deepseek_r1,Coding,20
codeforces,Codeforces,deepseek_r1_0528,Coding,20
codeforces,Codeforces,deepseek_r1_zero,Coding,20
codeforces,Codeforces,deepseek_v3,Coding,20
codeforces,Codeforces,deepseek_v3_1,Coding,20
codeforces,Codeforces,deepseek_v3_1_terminus,Agentic & Task-Oriented,20
codeforces,Codeforces,deepseek_v3_2,Reasoning,20
codeforces,Codeforces,deepseek_v3_2_exp,Agentic & Task-Oriented,20
codeforces,Codeforces,gpt_5,Mixed,20
codeforces,Codeforces,gpt_5_mini,Mixed,20
codeforces,Codeforces,gpt_oss,Coding,20
codeforces,Codeforces,o_3,Coding,20
codeforces,Codeforces,o_3_mini,Coding,20
codeforces,Codeforces,o_3_pro,Coding,20
codeforces,Codeforces,o_4_mini,Coding,20
codeforces,Codeforces,qwen_3,Uncategorized,20
crux-eval,CRUXEval,deepseek_v3,Coding,34
crux-eval,CRUXEval,qwen_2_5_max,Uncategorized,34
crux-eval,CRUXEval,qwen_3_base,Coding,34
crux-eval,CRUXEval,qwen_3_next_base,Mixed,34
deepseek-leetcode,DeepSeek Leetcode,olmo_3_base,Coding,41
ds-1000,DS-1000,olmo_3_base,Coding,41
eval-plus,EvalPlus,qwen_3_base,Coding,40
eval-plus,EvalPlus,qwen_3_next_base,Mixed,40
full-stack-bench,FullStackBench,ernie_4_5,Coding,41
graph-walks,GraphWalks,gpt_4_1,General,38
graph-walks,GraphWalks,gpt_4_1_mini,General,38
graph-walks,GraphWalks,gpt_4_1_nano,General,38
graph-walks,GraphWalks,gpt_5_2_thinking,General,38
human-eval,HumanEval,deepseek_v3,Coding,24
human-eval,HumanEval,mistral_3_1_small,Instruction Following,24
human-eval,HumanEval,mistral_3_medium,Coding,24
human-eval,HumanEval,mistral_3_small,Instruction Following,24
human-eval,HumanEval,olmo_3_base,Coding,24
human-eval,HumanEval,qwen_2_5_instruct_1m,Coding,24
human-eval,HumanEval,qwen_2_5_max,Uncategorized,24
human-eval,HumanEval,qwen_2_5_vl,General,24
human-eval-plus,HumanEval+,ernie_4_5,Coding,31
human-eval-plus,HumanEval+,ernie_4_5_base,Coding,31
human-eval-plus,HumanEval+,olmo_3_1_instruct,Uncategorized,31
human-eval-plus,HumanEval+,olmo_3_1_think,Uncategorized,31
human-eval-plus,HumanEval+,olmo_3_instruct,Coding,31
human-eval-plus,HumanEval+,olmo_3_think,Coding,31
lbpp,Less Basic Python Problems,olmo_3_base,Uncategorized,41
lcb,LiveCodeBench,deepseek_r1,Coding,3
lcb,LiveCodeBench,deepseek_r1_0528,Coding,3
lcb,LiveCodeBench,deepseek_r1_zero,Coding,3
lcb,LiveCodeBench,deepseek_v3,Coding,3
lcb,LiveCodeBench,deepseek_v3_1,Coding,3
lcb,LiveCodeBench,deepseek_v3_1_terminus,Agentic & Task-Oriented,3
lcb,LiveCodeBench,deepseek_v3_2,Reasoning,3
lcb,LiveCodeBench,deepseek_v3_2_exp,Agentic & Task-Oriented,3
lcb,LiveCodeBench,ernie_4_5,Coding,3
lcb,LiveCodeBench,gemini_2_5_flash,Coding,3
lcb,LiveCodeBench,gemini_2_5_flash_lite,Coding,3
lcb,LiveCodeBench,gemini_2_5_pro,Coding,3
lcb,LiveCodeBench,gemini_2_flash,Coding,3
lcb,LiveCodeBench,gemini_2_flash_lite,Coding,3
lcb,LiveCodeBench,gemini_2_pro,Coding,3
lcb,LiveCodeBench,glm_4_5,Reasoning,3
lcb,LiveCodeBench,glm_4_5_air,Reasoning,3
lcb,LiveCodeBench,glm_4_6,Agentic & Task-Oriented,3
lcb,LiveCodeBench,glm_4_7,Reasoning,3
lcb,LiveCodeBench,grok_3,Coding,3
lcb,LiveCodeBench,grok_3_mini,Coding,3
lcb,LiveCodeBench,grok_4,Coding,3
lcb,LiveCodeBench,grok_4_fast,Other,3
lcb,LiveCodeBench,llama_4_behemoth,Coding,3
lcb,LiveCodeBench,llama_4_maverick,Coding,3
lcb,LiveCodeBench,llama_4_scout,Coding,3
lcb,LiveCodeBench,magistral_medium,Reasoning,3
lcb,LiveCodeBench,ministral_3,Reasoning,3
lcb,LiveCodeBench,mistral_3_large,Uncategorized,3
lcb,LiveCodeBench,mistral_3_medium,Coding,3
lcb,LiveCodeBench,olmo_3_instruct,Coding,3
lcb,LiveCodeBench,olmo_3_think,Coding,3
lcb,LiveCodeBench,qwen_2_5_instruct_1m,Coding,3
lcb,LiveCodeBench,qwen_2_5_max,Uncategorized,3
lcb,LiveCodeBench,qwen_3,Uncategorized,3
lcb,LiveCodeBench,qwen_3_max_instruct,Uncategorized,3
lcb,LiveCodeBench,qwen_3_next_instruct,Other,3
lcb,LiveCodeBench,qwen_3_next_thinking,Other,3
lcb,LiveCodeBench,qwen_3_omni-flash_2025-12-01,General,3
lcb,LiveCodeBench,qwen_3_vl_thinking,Reasoning,3
lcb,LiveCodeBench,qwq,Uncategorized,3
lcb-pro,LiveCodeBench Pro,gemini_3,Coding,40
lcb-pro,LiveCodeBench Pro,gemini_3_flash,Coding,40
live-bench,LiveBench,ernie_4_5,General,23
live-bench,LiveBench,o_3_mini,Coding,23
live-bench,LiveBench,qwen_2_5_instruct_1m,Agentic & Task-Oriented,23
live-bench,LiveBench,qwen_2_5_max,Uncategorized,23
live-bench,LiveBench,qwen_3,Uncategorized,23
live-bench,LiveBench,qwen_3_next_instruct,Other,23
live-bench,LiveBench,qwen_3_next_thinking,Other,23
live-bench,LiveBench,qwen_3_omni-flash_2025-12-01,General,23
live-bench,LiveBench,qwen_3_vl_instruct,Reasoning,23
live-bench,LiveBench,qwen_3_vl_thinking,Reasoning,23
live-bench,LiveBench,qwq,Uncategorized,23
mbpp,MBPP,deepseek_v3,Coding,29
mbpp,MBPP,olmo_3_base,Coding,29
mbpp,MBPP,qwen_2_5_instruct_1m,Coding,29
mbpp,MBPP,qwen_2_5_max,Uncategorized,29
mbpp,MBPP,qwen_2_5_vl,General,29
mbpp,MBPP,qwen_3_base,Coding,29
mbpp-plus,MBPP+,ernie_4_5,Coding,34
mbpp-plus,MBPP+,ernie_4_5_base,Coding,34
mbpp-plus,MBPP+,olmo_3_instruct,Coding,34
mbpp-plus,MBPP+,olmo_3_think,Coding,34
multi-pl-e,MultiPL-E,ernie_4_5_base,Coding,26
multi-pl-e,MultiPL-E,mistral_3_medium,Coding,26
multi-pl-e,MultiPL-E,olmo_3_base,Coding,26
multi-pl-e,MultiPL-E,qwen_2_5_instruct_1m,Coding,26
multi-pl-e,MultiPL-E,qwen_3_base,Coding,26
multi-pl-e,MultiPL-E,qwen_3_omni-flash_2025-12-01,General,26
race,RACE,deepseek_v3,Multilingual,41
sci-code,SciCode,glm_4_5,Reasoning,40
sci-code,SciCode,glm_4_5_air,Reasoning,40
swe-bench-multilingual,SWE-bench Multilingual,claude_4_5_opus,Coding,30
swe-bench-multilingual,SWE-bench Multilingual,deepseek_v3_1,Agentic & Task-Oriented,30
swe-bench-multilingual,SWE-bench Multilingual,deepseek_v3_1_terminus,Agentic & Task-Oriented,30
swe-bench-multilingual,SWE-bench Multilingual,deepseek_v3_2_exp,Agentic & Task-Oriented,30
swe-bench-multilingual,SWE-bench Multilingual,glm_4_7,Agentic & Task-Oriented,30
swe-bench-pro,SWE-Bench Pro,gpt_5_2_codex,Agentic & Task-Oriented,40
swe-bench-pro,SWE-Bench Pro,gpt_5_2_thinking,Agentic & Task-Oriented,40
swe-bench-verified,SWE-bench Verified,claude_3_7_sonnet,Coding,7
swe-bench-verified,SWE-bench Verified,claude_4_1_opus,Coding,7
swe-bench-verified,SWE-bench Verified,claude_4_5_opus,Coding,7
swe-bench-verified,SWE-bench Verified,claude_4_5_sonnet,Coding,7
swe-bench-verified,SWE-bench Verified,claude_4_opus,Coding,7
swe-bench-verified,SWE-bench Verified,claude_4_sonnet,Coding,7
swe-bench-verified,SWE-bench Verified,deepseek_r1,Coding,7
swe-bench-verified,SWE-bench Verified,deepseek_r1_0528,Coding,7
swe-bench-verified,SWE-bench Verified,deepseek_r1_zero,Coding,7
swe-bench-verified,SWE-bench Verified,deepseek_v3,Coding,7
swe-bench-verified,SWE-bench Verified,deepseek_v3_1,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,deepseek_v3_1_terminus,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,deepseek_v3_2_exp,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,devstral_2,Coding,7
swe-bench-verified,SWE-bench Verified,devstral_small,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gemini_2_5_flash,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gemini_2_5_flash_lite,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gemini_2_5_pro,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gemini_3,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gemini_3_flash,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,glm_4_5,Coding,7
swe-bench-verified,SWE-bench Verified,glm_4_5_air,Coding,7
swe-bench-verified,SWE-bench Verified,glm_4_6,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,glm_4_7,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gpt_4_1,Coding,7
swe-bench-verified,SWE-bench Verified,gpt_4_1_mini,Coding,7
swe-bench-verified,SWE-bench Verified,gpt_4_1_nano,Coding,7
swe-bench-verified,SWE-bench Verified,gpt_4_5,Coding,7
swe-bench-verified,SWE-bench Verified,gpt_5,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gpt_5_2_thinking,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,gpt_5_mini,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,o_3,Coding,7
swe-bench-verified,SWE-bench Verified,o_3_mini,Coding,7
swe-bench-verified,SWE-bench Verified,o_3_pro,Coding,7
swe-bench-verified,SWE-bench Verified,o_4_mini,Coding,7
swe-bench-verified,SWE-bench Verified,qwen_3_coder_instruct,Agentic & Task-Oriented,7
swe-bench-verified,SWE-bench Verified,qwen_3_max_instruct,Uncategorized,7
swe-lancer-diamond,SWE-Lancer Diamond,gpt_4_1,Coding,34
swe-lancer-diamond,SWE-Lancer Diamond,gpt_4_1_mini,Coding,34
swe-lancer-diamond,SWE-Lancer Diamond,gpt_4_1_nano,Coding,34
swe-lancer-diamond,SWE-Lancer Diamond,gpt_4_5,Coding,34
swe-lancer-diamond,SWE-Lancer Diamond,gpt_5_2_thinking,Coding,34
swe-lancer-diamond,SWE-Lancer Diamond,o_3,Coding,34
swe-lancer-diamond,SWE-Lancer Diamond,o_3_pro,Coding,34
swe-lancer-diamond,SWE-Lancer Diamond,o_4_mini,Coding,34