{ "repo_id": "yzeng58/benchpress-score-matrix", "generated_at_utc": "2026-05-07T04:54:26.048511+00:00", "source_git_commit": "5be3b4eddf0188721ff25f00713b589b2cbed8e0", "source_git_branch": "yz", "source_data_file": "benchpress/data/llm_benchmark_data.json", "source_data_dirty": false, "n_models_all": 189, "n_benchmarks_all": 316, "n_scores_all": 4903, "paper_matrix": { "m_threshold": 15, "b_threshold": 8, "iterations": 5, "n_models": 84, "n_benchmarks": 133, "n_observations": 2604, "fill_rate": 0.23308270676691728, "dropped_models": [ "amazon-nova-premier", "amazon-nova-pro", "claude-3-haiku", "claude-3-opus", "claude-3-sonnet", "claude-3.5-haiku", "claude-mythos", "claude-sonnet-3.7", "codestral-22b", "command-r7b", "deepseek-3.1", "deepseek-r1-distill-llama-8b", "deepseek-r1-distill-qwen-1.5b", "deepseek-r1-distill-qwen-14b", "deepseek-r1-distill-qwen-32b", "deepseek-r1-distill-qwen-7b", "deepseek-v3-0324", "devstral-2", "exaone-4.0-32b", "exaone-deep-32b", "falcon3-10b", "gemini-1.5-flash-8b", "gemini-2.0-flash-lite", "gemini-2.0-pro", "gemini-diffusion", "gemma-2-2b", "gemma-3-12b", "gemma-3-4b", "gemma-3n-e2b-instructed", "gemma-3n-e2b-instructed-litert-preview", "gemma-3n-e4b-instructed", "gemma-3n-e4b-instructed-litert-preview", "gemma-4-26b-a4b", "gemma-4-31b", "gemma-4-e2b", "gemma-4-e4b", "gpt-4-turbo", "gpt-5.2-codex", "gpt-5.3-codex", "gpt-oss-20b", "granite-3.3-8b-instruct", "granite-4.0-1b", "granite-4.0-h-1b", "grok-1.5", "grok-2", "grok-2-mini", "grok-4.20", "ibm-granite-4.0-tiny-preview", "internlm3-8b", "lfm2.5-1.2b-instruct", "llama-3.1-70b", "llama-4-behemoth", "llama-4-scout", "longcat-flash-chat", "minicpm-sala", "minimax-m2.5", "minimax-m2.7", "mistral-large-2", "mistral-large-3", "mistral-medium-3", "mistral-small-24b", "mistral-small-3-24b-instruct", "mistral-small-3.1", "nemotron-ultra-253b", "nova-lite", "nova-micro", "o1-mini", "olmo-1b", "olmo-2-13b", "olmo-2-1b", "olmo-2-32b", "olmo-2-7b", "olmo-7b-0424", "openthinker2-32b", "phi-3-14b", "phi-3.5-mini-instruct", "phi-3.5-moe-instruct", "phi-4", "phi-4-mini", "phi-4-reasoning", "phi-4-reasoning-plus", "pixtral-12b", "qwen-2.5-1.5b", "qwen2-72b-instruct", "qwen2-7b-instruct", "qwen2.5-coder-32b-instruct", "qwen2.5-coder-7b-instruct", "qwen2.5-omni-7b", "qwen2.5-vl-32b-instruct", "qwen3-0.6b", "qwen3-1.7b", "qwen3-14b", "qwen3-4b", "sarvam-30b", "seed-thinking-v1.5", "smollm2-1.7b", "tulu-3-8b" ], "dropped_benchmarks": [ "aethercode", "agentcompany", "ai2d", "aider_polyglot", "ainstein_bench", "all_angles", "apex_agents", "arc_challenge", "arcagi1_image", "arcagi2_image", "babe", "bfcl_v3_multiturn", "bfcl_v4", "bigbench_extra_hard", "biobench", "bixbench", "blink", "browsecomp_cm", "browsecomp_long_context_256k", "cgbench", "chartqa", "chartqapro", "cl_bench", "claw_eval_pass3", "cmmlu", "codesimpleqa", "contphy", "corpusqa_1m", "countbench", "covost2", "creative_writing_v3", "crossvid", "ctf_internal", "cybench", "cybersecurity_ctf", "da_2k", "deepconsult", "deepresearchbench", "deepsearchqa_f1", "der2_bench", "disco_x", "docvqa", "dude", "dynamath", "egoschema", "egotempo", "emma", "encyclo_k", "eq_bench3", "expert_swe", "facts_benchmark", "finsearchcomp", "finsearchcompt23", "flenqa_3k", "fleurs", "frontier_science_research", "frontiersci_olympiad", "frontiersci_research", "fsc_147", "gdpval_diamond", "gdpval_oai_woe", "genebench", "graphwalks_bfs_128k_plus", "graphwalks_bfs_256k_1m", "graphwalks_parents_128k_plus", "graphwalks_parents_256k_1m", "hallusionbench", "healthbench_consensus", "hellaswag", "hiddenmath", "hipho", "hle_verified", "hle_vl", "humaneval_plus", "ib_modeling", "imo_2025", "infovqa", "inverse_ifeval", "korbench", "livesports_3k", "loft_128k", "logicvista", "longdocurl", "longform_writing", "longvideobench", "lpfqa", "lvbench", "mars_bench", "mathcanvas", "mathkangaroo", "mathvista_mini", "medxpertqa_mm", "medxpertqa_text", "minedojo_verified", "minerva", "mm_browsecomp", "mme_cc", "mmlongbench", "mmlongbench_doc", "mmsibench_circular", "mmstar", "mmvu", "morse_500", "motionbench", "mrcr_v2_2needle_1m", "mrcr_v2_2needle_256k", "mt_bench_101", "mtvqa", "muirbench", "multilingual_mmlu", "nl2repo_pass1", "ntrex", "ocrbench", "ocrbench_v2", "odvbench", "officeqa", "officeqa_pro", "omnimath", "ovbench", "ovobench", "paperbench", "phibench", "phybench", "phyx_openended", "point_bench", "procbench", "realworldqa", "refspatialbench", "researchrubrics", "ruler_128k", "ruler_32k", "seal_0", "sfe", "simplevqa", "spreadsheetbench_verified", "superchem", "swe_bench_multimodal", "swe_evo", "tau_bench_telecom", "tempcompass", "tob_complex_workflows", "tob_compositional_tasks", "tob_information_extraction", "tob_k12_education", "tob_referenceqa", "tob_text_classification", "tomato", "treebench", "tvbench", "usamo_2026", "videoeval_pro", "videoholmes", "videoreasonbench", "videosimpleqa", "visfactor", "vispeak", "visulogic", "vitabench", "viverbench", "vlms_are_biased", "vlms_are_blind", "vpct", "wildbench", "world_travel_text", "world_travel_vlm", "worldvqa", "xlrs_macro", "xpert_bench", "zerobench_main", "zerobench_sub", "zerobench_tools" ], "excluded_models": [ "deepseek-v3.2-speciale", "gemma-3-1b", "granite-3.3-8b-base", "kimi-k2-thinking", "lfm2.5-1.2b-thinking", "llama-3.2-1b", "qwen-2.5-14b" ], "excluded_benchmarks": [ "apex_shortlist", "codeforces_avg8", "codeforces_pass8", "global_mmlu_lite", "healthbench_hard", "livecodebench_pro", "livecodebench_v5", "livecodebench_v6", "mmlu", "mmlu_redux", "tau1_bench_avg", "tau2_bench_avg" ], "model_canonical_rules": [ { "drop_id": "deepseek-v3.2-speciale", "keep_id": "deepseek-v3.2", "family": "DeepSeek-V3.2", "reason": "same base model; keep the default-effort row because it has broader coverage" }, { "drop_id": "kimi-k2-thinking", "keep_id": "kimi-k2", "family": "Kimi K2", "reason": "same base model with a different mode; keep the broader-coverage default row" }, { "drop_id": "lfm2.5-1.2b-thinking", "keep_id": "lfm2.5-1.2b-instruct", "family": "LFM2.5-1.2B", "reason": "same base model with a different mode; keep the instruct/non-thinking row" }, { "drop_id": "gemma-3-1b", "keep_id": "gemma-3-1b-it", "family": "Gemma 3 1B", "reason": "same base model; many sources do not disambiguate base vs instruct, so use the base-only cells to fill missing instruct cells (small differences within evaluation noise)" }, { "drop_id": "granite-3.3-8b-base", "keep_id": "granite-3.3-8b-instruct", "family": "Granite 3.3 8B", "reason": "same base model; many sources do not disambiguate base vs instruct, so use the base-only cells to fill missing instruct cells (small differences within evaluation noise)" }, { "drop_id": "llama-3.2-1b", "keep_id": "llama-3.2-1b-instruct", "family": "Llama 3.2 1B", "reason": "same base model; many sources do not disambiguate base vs instruct, so use the base-only cells to fill missing instruct cells (small differences within evaluation noise)" }, { "drop_id": "qwen-2.5-14b", "keep_id": "qwen-2.5-14b-instruct", "family": "Qwen2.5 14B", "reason": "same base model; many sources do not disambiguate base vs instruct, so use the base-only cells to fill missing instruct cells (small differences within evaluation noise)" } ], "benchmark_canonical_rules": [ { "drop_id": "codeforces_avg8", "keep_id": "codeforces_rating", "family": "Codeforces", "reason": "same task family; keep Codeforces Rating because it has broader coverage" }, { "drop_id": "codeforces_pass8", "keep_id": "codeforces_rating", "family": "Codeforces", "reason": "same task family; keep Codeforces Rating because it has broader coverage" }, { "drop_id": "livecodebench_pro", "keep_id": "livecodebench", "family": "LiveCodeBench", "reason": "same benchmark family; keep the standard LiveCodeBench because it has broader coverage" }, { "drop_id": "tau1_bench_avg", "keep_id": "tau_bench_airline/tau_bench_retail", "family": "τ-bench", "reason": "composite average of existing domain benchmarks; keep per-domain benchmarks" }, { "drop_id": "tau2_bench_avg", "keep_id": "tau2_bench_airline/tau2_bench_retail/tau2_bench_telecom", "family": "τ²-bench", "reason": "composite average of existing domain benchmarks; keep per-domain benchmarks" }, { "drop_id": "apex_shortlist", "keep_id": "matharena_apex_2025", "family": "MathArena Apex", "reason": "subset/shortlist variant; keep MathArena Apex 2025 because it has broader coverage" }, { "drop_id": "healthbench_hard", "keep_id": "healthbench", "family": "HealthBench", "reason": "hard-subset variant; keep HealthBench because it has broader coverage" }, { "drop_id": "mmlu", "keep_id": "mmlu_pro", "family": "MMLU", "reason": "same benchmark family; keep MMLU-Pro because it has broader coverage" }, { "drop_id": "mmlu_redux", "keep_id": "mmlu_pro", "family": "MMLU", "reason": "same benchmark family; keep MMLU-Pro because it has broader coverage" }, { "drop_id": "global_mmlu_lite", "keep_id": "mmlu_pro", "family": "MMLU", "reason": "same benchmark family; keep MMLU-Pro because it has broader coverage" }, { "drop_id": "livecodebench_v5", "keep_id": "livecodebench", "family": "LiveCodeBench", "reason": "same benchmark family; use v5 only to fill missing standard LiveCodeBench cells, marking them non-canonical because the version differs" }, { "drop_id": "livecodebench_v6", "keep_id": "livecodebench", "family": "LiveCodeBench", "reason": "same benchmark family; use v6 only to fill missing standard LiveCodeBench cells, marking them non-canonical because the version differs" } ] } }