coreai-decision-models-public231 / published-public231.json
mlboydaisuke's picture
Core AI decision models on the 231 public JevBench items (Mac, 2026-09-24)
b7a859c
Raw History Blame Contribute Delete
27.5 kB
{
"source": "results/v1.2/jevbench-v1.2-per-task.json (revision v1.3.0, per-task outcomes for the 231 public items; latency column = second value of public_tasks entries, unit assumed seconds)",
"n_systems": 52,
"systems": [
{
"id": "gpt-5.6-luna",
"display": "GPT-5.6 Luna (low reasoning effort)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 70,
"n": 72,
"attempted": 72,
"accuracy": 0.9722
},
"hard": {
"correct": 107,
"n": 111,
"attempted": 111,
"accuracy": 0.964
}
},
"public_p50_s": {
"easy": 0.949,
"standard": 0.839,
"hard": 1.225
}
},
{
"id": "deepseek-flash",
"display": "DeepSeek V4.1 Flash (thinking default)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 107,
"n": 111,
"attempted": 111,
"accuracy": 0.964
}
},
"public_p50_s": {
"easy": 1.09,
"standard": 1.137,
"hard": 3.063
}
},
{
"id": "djev-thinking",
"display": "djev (thinking)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 46,
"n": 48,
"attempted": 48,
"accuracy": 0.9583
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 85,
"n": 111,
"attempted": 111,
"accuracy": 0.7658
}
},
"public_p50_s": {
"easy": 0.305,
"standard": 0.315,
"hard": 1.128
}
},
{
"id": "openjev-thinking",
"display": "OpenJev (thinking, BF16)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 72,
"n": 72,
"attempted": 72,
"accuracy": 1.0
},
"hard": {
"correct": 85,
"n": 111,
"attempted": 111,
"accuracy": 0.7658
}
},
"public_p50_s": {
"easy": 0.32,
"standard": 0.37,
"hard": 0.881
}
},
{
"id": "reflex-27b",
"display": "reflex-27b (Qwen3.8-27B)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 69,
"n": 72,
"attempted": 72,
"accuracy": 0.9583
},
"hard": {
"correct": 84,
"n": 111,
"attempted": 111,
"accuracy": 0.7568
}
},
"public_p50_s": {
"easy": 1.411,
"standard": 1.228,
"hard": 2.113
}
},
{
"id": "gemini-3.1-flash-lite",
"display": "Gemini 3.1 Flash-Lite",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 82,
"n": 111,
"attempted": 111,
"accuracy": 0.7387
}
},
"public_p50_s": {
"easy": 0.788,
"standard": 0.761,
"hard": 0.777
}
},
{
"id": "simplejev-qwen3.8-27b",
"display": "SimpleJev Qwen3.8-27B",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 70,
"n": 72,
"attempted": 72,
"accuracy": 0.9722
},
"hard": {
"correct": 82,
"n": 111,
"attempted": 111,
"accuracy": 0.7387
}
},
"public_p50_s": {
"easy": 0.935,
"standard": 0.94,
"hard": 1.261
}
},
{
"id": "jev-1.13.0",
"display": "Jev 1.13.0 (TypeSafe AI)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 81,
"n": 111,
"attempted": 111,
"accuracy": 0.7297
}
},
"public_p50_s": {
"easy": 0.665,
"standard": 0.653,
"hard": 0.672
}
},
{
"id": "openjev-sglang",
"display": "openjev-sglang (Qwen3.6-35B-A3B on SGLang)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 68,
"n": 72,
"attempted": 72,
"accuracy": 0.9444
},
"hard": {
"correct": 81,
"n": 111,
"attempted": 111,
"accuracy": 0.7297
}
},
"public_p50_s": {
"easy": 0.673,
"standard": 0.686,
"hard": 0.697
}
},
{
"id": "winnow-12b",
"display": "Winnow-12B Q8",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 69,
"n": 72,
"attempted": 72,
"accuracy": 0.9583
},
"hard": {
"correct": 81,
"n": 111,
"attempted": 111,
"accuracy": 0.7297
}
},
"public_p50_s": {
"easy": 0.203,
"standard": 0.209,
"hard": 0.291
}
},
{
"id": "litjev",
"display": "LitJev (Qwen3.8-27B)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 80,
"n": 111,
"attempted": 111,
"accuracy": 0.7207
}
},
"public_p50_s": {
"easy": 1.443,
"standard": 1.329,
"hard": 2.211
}
},
{
"id": "classifier-dev-fast",
"display": "classifier.dev (fast tier)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 78,
"n": 111,
"attempted": 111,
"accuracy": 0.7027
}
},
"public_p50_s": {
"easy": 0.378,
"standard": 0.387,
"hard": 0.374
}
},
{
"id": "djev",
"display": "djev (Maisa, diffusion-gemma)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 75,
"n": 111,
"attempted": 111,
"accuracy": 0.6757
}
},
"public_p50_s": {
"easy": 0.232,
"standard": 0.234,
"hard": 0.249
}
},
{
"id": "decider-35b-a3b",
"display": "decider-35b-a3b (Mapika)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 70,
"n": 72,
"attempted": 72,
"accuracy": 0.9722
},
"hard": {
"correct": 74,
"n": 111,
"attempted": 111,
"accuracy": 0.6667
}
},
"public_p50_s": {
"easy": 0.283,
"standard": 0.283,
"hard": 0.312
}
},
{
"id": "simplejev-qwen3.6-35b-a3b",
"display": "SimpleJev Qwen3.6-35B-A3B",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 67,
"n": 72,
"attempted": 72,
"accuracy": 0.9306
},
"hard": {
"correct": 73,
"n": 111,
"attempted": 111,
"accuracy": 0.6577
}
},
"public_p50_s": {
"easy": 0.871,
"standard": 0.845,
"hard": 0.882
}
},
{
"id": "openjev-razorback16",
"display": "OpenJev (DiffusionGemma 26B-A4B NVFP4, razorback16)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 70,
"n": 72,
"attempted": 72,
"accuracy": 0.9722
},
"hard": {
"correct": 71,
"n": 111,
"attempted": 111,
"accuracy": 0.6396
}
},
"public_p50_s": {
"easy": 0.234,
"standard": 0.234,
"hard": 0.278
}
},
{
"id": "nimble-9b",
"display": "Bespoke Nimble 9B (Bespoke Labs)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 67,
"n": 72,
"attempted": 72,
"accuracy": 0.9306
},
"hard": {
"correct": 69,
"n": 111,
"attempted": 111,
"accuracy": 0.6216
}
},
"public_p50_s": {
"easy": 0.364,
"standard": 0.363,
"hard": 0.454
}
},
{
"id": "semif-qwen3.5-4b",
"display": "SemIf, formerly OpenJev (Qwen3.5-4B, TheoLeeCJ)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 68,
"n": 111,
"attempted": 111,
"accuracy": 0.6126
}
},
"public_p50_s": {
"easy": 0.188,
"standard": 0.188,
"hard": 0.223
}
},
{
"id": "jqv",
"display": "jqv (Qwen3-32B zero-shot)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 69,
"n": 72,
"attempted": 72,
"accuracy": 0.9583
},
"hard": {
"correct": 68,
"n": 111,
"attempted": 111,
"accuracy": 0.6126
}
},
"public_p50_s": {
"easy": 0.725,
"standard": 0.318,
"hard": 0.808
}
},
{
"id": "reflex-4b",
"display": "reflex 4B (kshetrajna12)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 68,
"n": 72,
"attempted": 72,
"accuracy": 0.9444
},
"hard": {
"correct": 67,
"n": 111,
"attempted": 111,
"accuracy": 0.6036
}
},
"public_p50_s": {
"easy": 0.33,
"standard": 1.128,
"hard": 1.879
}
},
{
"id": "open-jev-zefan-9b",
"display": "Open-Jev 9B (Zefan Cai)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 65,
"n": 72,
"attempted": 72,
"accuracy": 0.9028
},
"hard": {
"correct": 66,
"n": 111,
"attempted": 111,
"accuracy": 0.5946
}
},
"public_p50_s": {
"easy": 0.831,
"standard": 0.755,
"hard": 0.792
}
},
{
"id": "jev-local",
"display": "jev-local (Qwen3.5-9B)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 60,
"n": 72,
"attempted": 72,
"accuracy": 0.8333
},
"hard": {
"correct": 65,
"n": 111,
"attempted": 111,
"accuracy": 0.5856
}
},
"public_p50_s": {
"easy": 1.042,
"standard": 0.438,
"hard": 1.432
}
},
{
"id": "open-alternative-jev",
"display": "open-alternative-jev (Qwen3.5-4B, IkerMoel)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 60,
"n": 72,
"attempted": 72,
"accuracy": 0.8333
},
"hard": {
"correct": 63,
"n": 111,
"attempted": 111,
"accuracy": 0.5676
}
},
"public_p50_s": {
"easy": 0.191,
"standard": 0.192,
"hard": 0.247
}
},
{
"id": "zerank-2",
"display": "ZeroEntropy zerank-2",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 57,
"n": 72,
"attempted": 72,
"accuracy": 0.7917
},
"hard": {
"correct": 57,
"n": 111,
"attempted": 111,
"accuracy": 0.5135
}
},
"public_p50_s": {
"easy": 0.113,
"standard": 0.113,
"hard": 0.228
}
},
{
"id": "decider-2b",
"display": "decider-2b (Mapika)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 61,
"n": 72,
"attempted": 72,
"accuracy": 0.8472
},
"hard": {
"correct": 55,
"n": 111,
"attempted": 111,
"accuracy": 0.4955
}
},
"public_p50_s": {
"easy": 0.26,
"standard": 0.259,
"hard": 0.268
}
},
{
"id": "qwen3-reranker-4b",
"display": "Qwen3-Reranker-4B",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 54,
"n": 72,
"attempted": 72,
"accuracy": 0.75
},
"hard": {
"correct": 55,
"n": 111,
"attempted": 111,
"accuracy": 0.4955
}
},
"public_p50_s": {
"easy": 0.118,
"standard": 0.114,
"hard": 0.259
}
},
{
"id": "system-one-sg",
"display": "system-one (Qwen3-8B, Sean Goedecke)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 64,
"n": 72,
"attempted": 72,
"accuracy": 0.8889
},
"hard": {
"correct": 54,
"n": 111,
"attempted": 111,
"accuracy": 0.4865
}
},
"public_p50_s": {
"easy": 0.156,
"standard": 0.157,
"hard": 0.207
}
},
{
"id": "system-one-open",
"display": "system-one-open (Gemma 4 E2B LoRA on an L4)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 67,
"n": 72,
"attempted": 72,
"accuracy": 0.9306
},
"hard": {
"correct": 54,
"n": 111,
"attempted": 111,
"accuracy": 0.4865
}
},
"public_p50_s": {
"easy": 0.516,
"standard": 0.649,
"hard": 0.682
}
},
{
"id": "decision-machine-1",
"display": "decision-machine-1 (milliseconds.ai)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 54,
"n": 72,
"attempted": 72,
"accuracy": 0.75
},
"hard": {
"correct": 54,
"n": 111,
"attempted": 111,
"accuracy": 0.4865
}
},
"public_p50_s": {
"easy": 0.162,
"standard": 0.166,
"hard": 0.185
}
},
{
"id": "kev-8b",
"display": "kev 8B (research preview)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 67,
"n": 72,
"attempted": 72,
"accuracy": 0.9306
},
"hard": {
"correct": 50,
"n": 111,
"attempted": 111,
"accuracy": 0.4505
}
},
"public_p50_s": {
"easy": 0.581,
"standard": 0.579,
"hard": 0.795
}
},
{
"id": "kev-0.6b",
"display": "kev 0.6B (research preview)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 58,
"n": 72,
"attempted": 72,
"accuracy": 0.8056
},
"hard": {
"correct": 48,
"n": 111,
"attempted": 111,
"accuracy": 0.4324
}
},
"public_p50_s": {
"easy": 0.421,
"standard": 0.589,
"hard": 0.608
}
},
{
"id": "qwen3.8-27b",
"display": "Qwen3.8 27B (Chutes TEE)",
"partial": true,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 71,
"n": 72,
"attempted": 72,
"accuracy": 0.9861
},
"hard": {
"correct": 47,
"n": 111,
"attempted": 51,
"accuracy": 0.4234
}
},
"public_p50_s": {
"easy": 3.744,
"standard": 4.819,
"hard": 21.577
}
},
{
"id": "open-jev-zefan-2b",
"display": "Open-Jev 2B (Zefan Cai)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 55,
"n": 72,
"attempted": 72,
"accuracy": 0.7639
},
"hard": {
"correct": 46,
"n": 111,
"attempted": 111,
"accuracy": 0.4144
}
},
"public_p50_s": {
"easy": 0.708,
"standard": 0.665,
"hard": 0.696
}
},
{
"id": "smalljev",
"display": "smalljev semantic-v9",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 47,
"n": 48,
"attempted": 48,
"accuracy": 0.9792
},
"standard": {
"correct": 49,
"n": 72,
"attempted": 72,
"accuracy": 0.6806
},
"hard": {
"correct": 44,
"n": 111,
"attempted": 111,
"accuracy": 0.3964
}
},
"public_p50_s": {
"easy": 0.412,
"standard": 0.405,
"hard": 0.42
}
},
{
"id": "jeff",
"display": "jeff (Logan Markewich, GLiFormer 400M)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 54,
"n": 72,
"attempted": 72,
"accuracy": 0.75
},
"hard": {
"correct": 43,
"n": 111,
"attempted": 111,
"accuracy": 0.3874
}
},
"public_p50_s": {
"easy": 0.573,
"standard": 0.631,
"hard": 2.382
}
},
{
"id": "open-jev-deberta-v3-large",
"display": "open-jev-deberta-v3-large (local CPU)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 31,
"n": 72,
"attempted": 72,
"accuracy": 0.4306
},
"hard": {
"correct": 42,
"n": 111,
"attempted": 111,
"accuracy": 0.3784
}
},
"public_p50_s": {
"easy": 1.044,
"standard": 1.036,
"hard": 2.573
}
},
{
"id": "bge-reranker-v2-m3",
"display": "BAAI bge-reranker-v2-m3",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 23,
"n": 48,
"attempted": 48,
"accuracy": 0.4792
},
"standard": {
"correct": 26,
"n": 72,
"attempted": 72,
"accuracy": 0.3611
},
"hard": {
"correct": 42,
"n": 111,
"attempted": 111,
"accuracy": 0.3784
}
},
"public_p50_s": {
"easy": 0.032,
"standard": 0.032,
"hard": 0.041
}
},
{
"id": "openjev-verdict",
"display": "openJev Verdict (heman10x, ModernBERT-base 151M)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 41,
"n": 48,
"attempted": 48,
"accuracy": 0.8542
},
"standard": {
"correct": 45,
"n": 72,
"attempted": 72,
"accuracy": 0.625
},
"hard": {
"correct": 42,
"n": 111,
"attempted": 111,
"accuracy": 0.3784
}
},
"public_p50_s": {
"easy": 0.123,
"standard": 0.145,
"hard": 0.808
}
},
{
"id": "gliner2-large",
"display": "GLiNER2 large (Fastino)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 42,
"n": 72,
"attempted": 72,
"accuracy": 0.5833
},
"hard": {
"correct": 41,
"n": 111,
"attempted": 111,
"accuracy": 0.3694
}
},
"public_p50_s": {
"easy": 0.601,
"standard": 0.577,
"hard": 2.648
}
},
{
"id": "gliner2",
"display": "GLiNER2 (Fastino, gliner2.5-base)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 47,
"n": 48,
"attempted": 48,
"accuracy": 0.9792
},
"standard": {
"correct": 46,
"n": 72,
"attempted": 72,
"accuracy": 0.6389
},
"hard": {
"correct": 41,
"n": 111,
"attempted": 111,
"accuracy": 0.3694
}
},
"public_p50_s": {
"easy": 0.192,
"standard": 0.171,
"hard": 1.106
}
},
{
"id": "kev-4b",
"display": "kev 4B (research preview)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 48,
"n": 48,
"attempted": 48,
"accuracy": 1.0
},
"standard": {
"correct": 64,
"n": 72,
"attempted": 72,
"accuracy": 0.8889
},
"hard": {
"correct": 41,
"n": 111,
"attempted": 111,
"accuracy": 0.3694
}
},
"public_p50_s": {
"easy": 0.425,
"standard": 0.54,
"hard": 0.765
}
},
{
"id": "openjev-verdict-1.4",
"display": "openJev Verdict 1.4",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 42,
"n": 48,
"attempted": 48,
"accuracy": 0.875
},
"standard": {
"correct": 50,
"n": 72,
"attempted": 72,
"accuracy": 0.6944
},
"hard": {
"correct": 41,
"n": 111,
"attempted": 111,
"accuracy": 0.3694
}
},
"public_p50_s": {
"easy": 0.123,
"standard": 0.184,
"hard": 0.62
}
},
{
"id": "mxbai-rerank-base-v2",
"display": "Mixedbread mxbai-rerank-base-v2",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 22,
"n": 48,
"attempted": 48,
"accuracy": 0.4583
},
"standard": {
"correct": 24,
"n": 72,
"attempted": 72,
"accuracy": 0.3333
},
"hard": {
"correct": 40,
"n": 111,
"attempted": 111,
"accuracy": 0.3604
}
},
"public_p50_s": {
"easy": 0.066,
"standard": 0.067,
"hard": 0.073
}
},
{
"id": "laya",
"display": "Laya (Convai Innovations, ModernBERT-large 421M)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 46,
"n": 48,
"attempted": 48,
"accuracy": 0.9583
},
"standard": {
"correct": 50,
"n": 72,
"attempted": 72,
"accuracy": 0.6944
},
"hard": {
"correct": 39,
"n": 111,
"attempted": 111,
"accuracy": 0.3514
}
},
"public_p50_s": {
"easy": 0.368,
"standard": 0.382,
"hard": 1.922
}
},
{
"id": "opendecision",
"display": "OpenDecision (ModernBERT-large zero-shot)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 42,
"n": 48,
"attempted": 48,
"accuracy": 0.875
},
"standard": {
"correct": 43,
"n": 72,
"attempted": 72,
"accuracy": 0.5972
},
"hard": {
"correct": 38,
"n": 111,
"attempted": 111,
"accuracy": 0.3423
}
},
"public_p50_s": {
"easy": 0.358,
"standard": 0.324,
"hard": 0.364
}
},
{
"id": "certo",
"display": "Certo v1 (AltSlate Labs)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 12,
"n": 48,
"attempted": 48,
"accuracy": 0.25
},
"standard": {
"correct": 24,
"n": 72,
"attempted": 72,
"accuracy": 0.3333
},
"hard": {
"correct": 37,
"n": 111,
"attempted": 111,
"accuracy": 0.3333
}
},
"public_p50_s": {
"easy": 0.021,
"standard": 0.019,
"hard": 0.02
}
},
{
"id": "gliner2.5-multi",
"display": "GLiNER2.5 multi (Fastino, 287M)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 44,
"n": 48,
"attempted": 48,
"accuracy": 0.9167
},
"standard": {
"correct": 32,
"n": 72,
"attempted": 72,
"accuracy": 0.4444
},
"hard": {
"correct": 37,
"n": 111,
"attempted": 111,
"accuracy": 0.3333
}
},
"public_p50_s": {
"easy": 0.195,
"standard": 0.218,
"hard": 1.301
}
},
{
"id": "gliner2.5-small",
"display": "GLiNER2.5 small (Fastino, 74M)",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 41,
"n": 48,
"attempted": 48,
"accuracy": 0.8542
},
"standard": {
"correct": 30,
"n": 72,
"attempted": 72,
"accuracy": 0.4167
},
"hard": {
"correct": 35,
"n": 111,
"attempted": 111,
"accuracy": 0.3153
}
},
"public_p50_s": {
"easy": 0.071,
"standard": 0.066,
"hard": 0.295
}
},
{
"id": "gte-reranker-modernbert-base",
"display": "Alibaba GTE Reranker ModernBERT-base",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 17,
"n": 48,
"attempted": 48,
"accuracy": 0.3542
},
"standard": {
"correct": 26,
"n": 72,
"attempted": 72,
"accuracy": 0.3611
},
"hard": {
"correct": 35,
"n": 111,
"attempted": 111,
"accuracy": 0.3153
}
},
"public_p50_s": {
"easy": 0.046,
"standard": 0.046,
"hard": 0.052
}
},
{
"id": "kev-0.5b",
"display": "kev 0.5B",
"partial": false,
"public_by_tier": {
"easy": {
"correct": 46,
"n": 48,
"attempted": 48,
"accuracy": 0.9583
},
"standard": {
"correct": 35,
"n": 72,
"attempted": 72,
"accuracy": 0.4861
},
"hard": {
"correct": 33,
"n": 111,
"attempted": 111,
"accuracy": 0.2973
}
},
"public_p50_s": {
"easy": 0.552,
"standard": 0.435,
"hard": 0.597
}
},
{
"id": "needle-3",
"display": "Needle 3 (Cactus, 2-bit, local CPU)",
"partial": true,
"public_by_tier": {
"easy": {
"correct": 23,
"n": 48,
"attempted": 48,
"accuracy": 0.4792
},
"standard": {
"correct": 12,
"n": 72,
"attempted": 72,
"accuracy": 0.1667
},
"hard": {
"correct": 17,
"n": 111,
"attempted": 44,
"accuracy": 0.1532
}
},
"public_p50_s": {
"easy": 1.626,
"standard": 0.858,
"hard": 19.284
}
},
{
"id": "needle-3-tools",
"display": "Needle 3, options as tools (post-hoc adapter mode)",
"partial": true,
"public_by_tier": {
"easy": {
"correct": 32,
"n": 48,
"attempted": 48,
"accuracy": 0.6667
},
"standard": {
"correct": 19,
"n": 72,
"attempted": 72,
"accuracy": 0.2639
},
"hard": {
"correct": 0,
"n": 111,
"attempted": 0,
"accuracy": 0.0
}
},
"public_p50_s": {
"easy": 0.314,
"standard": 1.744,
"hard": null
}
}
]
}