Publish JevBench v1.4.1 data

index.html

@@ -95,7 +95,7 @@
   });
 })();
 
-const LIVE_URL = 'https://benchmarkheaven.com/api/jevbench/v1.4';
+const LIVE_URL = 'https://benchmarkheaven.com/api/jevbench/v1.4.1';
 const SNAPSHOT_URL = 'snapshot.json';
 const f = n => Number.isFinite(+n) ? (+n).toFixed(1) : '—';
 const money = v => (v == null ? '—' : 'USD ' + Number(v).toPrecision(3));

snapshot.json

@@ -1,7 +1,7 @@
 {
   "benchmark": "JevBench",
-  "revision": "v1.4.0",
-  "generated_utc": "2026-09-23T10:02:48+00:00",
+  "revision": "v1.4.1",
+  "generated_utc": "2026-09-23T19:46:43+00:00",
   "score_one_liner": "Intelligence, Calibration, Speed and Cost — equal-weight harmonic mean, with generalization and Jev-class gates.",
   "axis_weights": {
     "intelligence": 0.25,
@@ -108,6 +108,22 @@
     },
     {
       "rank": 7,
+      "display": "Jev-Omni (akhilaaa3, Gemma-4-12B merged)",
+      "class": "jev-rebuild",
+      "licence": "Apache-2.0, following Gemma 4; dataset rights stated separately by the author",
+      "repo": "https://huggingface.co/akhilaaa3/Jev-Omni",
+      "jevbench_score": 51.34132749148857,
+      "axes": {
+        "intelligence": 46.7523835806221,
+        "calibration": 64.08815671004801,
+        "speed": 81.54478729126231,
+        "cost": 53.01727443048121
+      },
+      "api_flag": false,
+      "cost_usd_per_1000": 0.03682059925093633
+    },
+    {
+      "rank": 8,
       "display": "metask-jev-4b",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -123,7 +139,7 @@
       "cost_usd_per_1000": 0.032758801498127314
     },
     {
-      "rank": 8,
+      "rank": 9,
       "display": "SemIf, formerly OpenJev (Qwen3.5-4B, TheoLeeCJ)",
       "class": "jev-rebuild",
       "licence": "MIT (code); Qwen3.5 weights Apache-2.0",
@@ -139,7 +155,7 @@
       "cost_usd_per_1000": 0.02244460674157303
     },
     {
-      "rank": 9,
+      "rank": 10,
       "display": "Jobe Qwen3.5-4B (frozen)",
       "class": "native-logit",
       "licence": "MIT code; Apache-2.0 weights",
@@ -155,7 +171,7 @@
       "cost_usd_per_1000": 0.022356404494382018
     },
     {
-      "rank": 10,
+      "rank": 11,
       "display": "local-jev Qwen3.5-4B",
       "class": "jev-rebuild",
       "licence": "MIT code; Apache-2.0 Qwen weights",
@@ -171,7 +187,7 @@
       "cost_usd_per_1000": 0.02974554307116105
     },
     {
-      "rank": 11,
+      "rank": 12,
       "display": "system-one-open (Gemma 4 E2B LoRA on an L4)",
       "class": "jev-rebuild",
       "licence": "MIT (repository LICENSE; Gemma weights keep Google’s terms)",
@@ -187,7 +203,23 @@
       "cost_usd_per_1000": 0.014880936329588014
     },
     {
-      "rank": 12,
+      "rank": 13,
+      "display": "spark-s1-4b-v6 (Open Spark Jev, abhishek085)",
+      "class": "jev-rebuild",
+      "licence": "Apache-2.0 (code and weights); base Qwen/Qwen3.5-4B Apache-2.0",
+      "repo": "https://github.com/abhishek085/open-spark-jev",
+      "jevbench_score": 44.623631936050636,
+      "axes": {
+        "intelligence": 45.069442435695464,
+        "calibration": 47.576491816220006,
+        "speed": 80.96905763279898,
+        "cost": 57.88923950418274
+      },
+      "api_flag": false,
+      "cost_usd_per_1000": 0.025333314606741573
+    },
+    {
+      "rank": 14,
       "display": "jqv (Qwen3-32B zero-shot)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (Qwen3-32B weights); serving code public",
@@ -203,7 +235,7 @@
       "cost_usd_per_1000": 0.05641543071161049
     },
     {
-      "rank": 13,
+      "rank": 15,
       "display": "Qwen3-Reranker-4B",
       "class": "reranker",
       "licence": "Apache-2.0",
@@ -219,7 +251,7 @@
       "cost_usd_per_1000": 0.04953623422454652
     },
     {
-      "rank": 14,
+      "rank": 16,
       "display": "decider-35b-a3b (Mapika)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -235,7 +267,7 @@
       "cost_usd_per_1000": 0.0665503745318352
     },
     {
-      "rank": 15,
+      "rank": 17,
       "display": "Raw Qwen3 4B Instruct 2507 direct logits",
       "class": "raw-logit-control",
       "licence": "Apache-2.0",
@@ -251,7 +283,7 @@
       "cost_usd_per_1000": 0.022073820224719102
     },
     {
-      "rank": 16,
+      "rank": 18,
       "display": "OpenSourceJev (Qwen3.5-4B Q4_K_M, native llama.cpp)",
       "class": "jev-rebuild",
       "licence": "MIT (repository code); Apache-2.0 (Qwen/Qwen3.5-4B base and unsloth/Qwen3.5-4B-GGUF Q4_K_M conversion)",
@@ -267,7 +299,7 @@
       "cost_usd_per_1000": 0.015903033707865177
     },
     {
-      "rank": 17,
+      "rank": 19,
       "display": "ZeroEntropy zerank-2",
       "class": "reranker",
       "licence": "Apache-2.0",
@@ -283,7 +315,7 @@
       "cost_usd_per_1000": 0.04729792435014604
     },
     {
-      "rank": 18,
+      "rank": 20,
       "display": "decision-machine-1 (milliseconds.ai)",
       "class": "decision-api",
       "licence": "proprietary API, closed weights",
@@ -299,7 +331,7 @@
       "cost_usd_per_1000": 0.035026591760299625
     },
     {
-      "rank": 19,
+      "rank": 21,
       "display": "Raw Phi-4 mini direct logits",
       "class": "raw-logit-control",
       "licence": "MIT",
@@ -315,7 +347,7 @@
       "cost_usd_per_1000": 0.047970318352059935
     },
     {
-      "rank": 20,
+      "rank": 22,
       "display": "JEV Qwen3.5-9B Base NVFP4",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 entrant and upstream checkpoint",
@@ -331,7 +363,7 @@
       "cost_usd_per_1000": 0.07745842696629213
     },
     {
-      "rank": 21,
+      "rank": 23,
       "display": "OpenJev (DiffusionGemma 26B-A4B NVFP4, razorback16)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (repo and weights)",
@@ -347,7 +379,7 @@
       "cost_usd_per_1000": 0.06560455056179774
     },
     {
-      "rank": 22,
+      "rank": 24,
       "display": "kev 4B (research preview)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -363,7 +395,23 @@
       "cost_usd_per_1000": 0.018802865168539323
     },
     {
-      "rank": 23,
+      "rank": 25,
+      "display": "Decision 2B (FlyMy.AI, v59)",
+      "class": "jev-rebuild",
+      "licence": "Apache-2.0 notices on the included code and the pinned base; the weights are an evaluation preview under EVALUATION-PERMISSION.md, not a cleared commercial release",
+      "repo": "https://huggingface.co/flymy-ai/decision-2b-preview",
+      "jevbench_score": 35.800088231124995,
+      "axes": {
+        "intelligence": 38.76224329634284,
+        "calibration": 74.12548511090162,
+        "speed": 84.28398951642146,
+        "cost": 62.50937716584096
+      },
+      "api_flag": false,
+      "cost_usd_per_1000": 0.017769999999999998
+    },
+    {
+      "rank": 26,
       "display": "Qwen3.5-9B Jev-like data-mix v2",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (adapter code and weights; Qwen3.5-9B base is Apache-2.0)",
@@ -379,7 +427,7 @@
       "cost_usd_per_1000": 0.08344007490636705
     },
     {
-      "rank": 24,
+      "rank": 27,
       "display": "GPT-6 Luna (low reasoning effort)",
       "class": "llm-baseline",
       "licence": "proprietary API",
@@ -395,7 +443,7 @@
       "cost_usd_per_1000": 0.12699831460674169
     },
     {
-      "rank": 25,
+      "rank": 28,
       "display": "SimpleJev Qwen3.8-27B",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (Qwen weights); repository licence not stated",
@@ -411,7 +459,7 @@
       "cost_usd_per_1000": 0.10399651685393257
     },
     {
-      "rank": 26,
+      "rank": 29,
       "display": "NInfer Qwen3.8-Flash-Next mixed",
       "class": "native-logit",
       "licence": "Qwen Community License 1.0 (model); Apache-2.0 (engine)",
@@ -427,7 +475,7 @@
       "cost_usd_per_1000": 0.10869606741573033
     },
     {
-      "rank": 27,
+      "rank": 30,
       "display": "GPT-6 Luna (default medium reasoning effort)",
       "class": "llm-baseline",
       "licence": "proprietary API",
@@ -443,7 +491,7 @@
       "cost_usd_per_1000": 0.13544588014981276
     },
     {
-      "rank": 28,
+      "rank": 31,
       "display": "open-alternative-jev (Qwen3.5-4B, IkerMoel)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (code and weights)",
@@ -459,7 +507,7 @@
       "cost_usd_per_1000": 0.022171404494382024
     },
     {
-      "rank": 29,
+      "rank": 32,
       "display": "jev-local (Qwen3.5-9B)",
       "class": "jev-rebuild",
       "licence": "no licence stated in the repository (public code); Apache-2.0 base weights",
@@ -475,7 +523,23 @@
       "cost_usd_per_1000": 0.07745842696629213
     },
     {
-      "rank": 30,
+      "rank": 33,
+      "display": "Decision Fast (FlyMy.AI, v53a)",
+      "class": "jev-rebuild",
+      "licence": "Apache-2.0 notices on the included code and the pinned base; the weights are an evaluation preview under EVALUATION-PERMISSION.md, not a cleared commercial release",
+      "repo": "https://huggingface.co/flymy-ai/decision-fast-preview",
+      "jevbench_score": 32.492203456270644,
+      "axes": {
+        "intelligence": 37.074471307080934,
+        "calibration": 65.30757379702415,
+        "speed": 81.59778170772206,
+        "cost": 76.07683824704311
+      },
+      "api_flag": false,
+      "cost_usd_per_1000": 0.0062724719101123596
+    },
+    {
+      "rank": 34,
       "display": "decider-2b (Mapika)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -491,7 +555,7 @@
       "cost_usd_per_1000": 0.01996511235955056
     },
     {
-      "rank": 31,
+      "rank": 35,
       "display": "jeff (Logan Markewich, GLiFormer 400M)",
       "class": "jev-rebuild",
       "licence": "MIT (code); GLiFormer weights per their model card",
@@ -507,7 +571,7 @@
       "cost_usd_per_1000": 0.006036722846441948
     },
     {
-      "rank": 32,
+      "rank": 36,
       "display": "Laya (Convai Innovations, ModernBERT-large 421M)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -523,7 +587,23 @@
       "cost_usd_per_1000": 0.0028831273408239703
     },
     {
-      "rank": 33,
+      "rank": 37,
+      "display": "lev-350m (Franck Verrot, LFM2.5-350M)",
+      "class": "jev-rebuild",
+      "licence": "Apache-2.0 (code); weights under LiquidAI's LFM1.0 licence, following the LFM2.5-350M base",
+      "repo": "https://github.com/franckverrot/lev",
+      "jevbench_score": 28.501129766483672,
+      "axes": {
+        "intelligence": 34.75234376694234,
+        "calibration": 70.61387806637806,
+        "speed": 85.31334412225277,
+        "cost": 76.09548365186328
+      },
+      "api_flag": false,
+      "cost_usd_per_1000": 0.006263501872659176
+    },
+    {
+      "rank": 38,
       "display": "openjev-sglang (Qwen3.6-35B-A3B on SGLang)",
       "class": "jev-rebuild",
       "licence": "no licence file in the repository as of 2026-09-19; Qwen3.6 weights keep their own terms",
@@ -539,7 +619,7 @@
       "cost_usd_per_1000": 0.13127546816479402
     },
     {
-      "rank": 34,
+      "rank": 39,
       "display": "Von (wfzyx, Option-Marker 395M)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 code; Apache-2.0 weights (answerdotai/ModernBERT-large base)",
@@ -555,7 +635,7 @@
       "cost_usd_per_1000": 0.005513183520599252
     },
     {
-      "rank": 35,
+      "rank": 40,
       "display": "NInfer Qwen3.8-27B NVFP4 (T=1.5)",
       "class": "native-logit",
       "licence": "Apache-2.0 (engine and submitted 27B artifact/base)",
@@ -571,7 +651,7 @@
       "cost_usd_per_1000": 0.14492808988764044
     },
     {
-      "rank": 36,
+      "rank": 41,
       "display": "NInfer Qwen3.8-27B NVFP4",
       "class": "native-logit",
       "licence": "Apache-2.0 (engine and submitted 27B artifact/base)",
@@ -587,7 +667,7 @@
       "cost_usd_per_1000": 0.14492808988764044
     },
     {
-      "rank": 37,
+      "rank": 42,
       "display": "kev 8B (research preview)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -603,7 +683,7 @@
       "cost_usd_per_1000": 0.07333117415730338
     },
     {
-      "rank": 38,
+      "rank": 43,
       "display": "JevOne",
       "class": "jev-rebuild",
       "licence": "Component-specific JevOne/Qwen/SGLang terms recorded in RESULT.md",
@@ -619,7 +699,7 @@
       "cost_usd_per_1000": 0.1373250936329588
     },
     {
-      "rank": 39,
+      "rank": 44,
       "display": "SimpleJev Qwen3.6-35B-A3B",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (Qwen weights); repository licence not stated",
@@ -635,7 +715,7 @@
       "cost_usd_per_1000": 0.11555168539325843
     },
     {
-      "rank": 40,
+      "rank": 45,
       "display": "kev 0.6B (research preview)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -651,7 +731,7 @@
       "cost_usd_per_1000": 0.0062676217228464426
     },
     {
-      "rank": 41,
+      "rank": 46,
       "display": "Raw Qwen3 8B direct logits",
       "class": "raw-logit-control",
       "licence": "Apache-2.0",
@@ -667,7 +747,7 @@
       "cost_usd_per_1000": 0.0865558988764045
     },
     {
-      "rank": 42,
+      "rank": 47,
       "display": "system-one (Qwen3-8B, Sean Goedecke)",
       "class": "jev-rebuild",
       "licence": "no licence file in the repository as of 19 Sep; Qwen3 weights Apache-2.0",
@@ -683,7 +763,7 @@
       "cost_usd_per_1000": 0.08944116853932584
     },
     {
-      "rank": 43,
+      "rank": 48,
       "display": "OpenDecision (ModernBERT-large zero-shot)",
       "class": "classifier",
       "licence": "Apache-2.0",
@@ -699,7 +779,7 @@
       "cost_usd_per_1000": 0.006635318352059925
     },
     {
-      "rank": 44,
+      "rank": 49,
       "display": "LitJev (Qwen3.8-27B)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (code); Apache-2.0 base weights",
@@ -715,7 +795,7 @@
       "cost_usd_per_1000": 0.16303594007490638
     },
     {
-      "rank": 45,
+      "rank": 50,
       "display": "openJev Verdict 1.4",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -731,7 +811,7 @@
       "cost_usd_per_1000": 0.003872921348314607
     },
     {
-      "rank": 46,
+      "rank": 51,
       "display": "kev 0.5B",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -747,7 +827,7 @@
       "cost_usd_per_1000": 0.0062676404494382025
     },
     {
-      "rank": 47,
+      "rank": 52,
       "display": "Bespoke Nimble 9B (Bespoke Labs)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (weights); repository without a licence file as of 19 Sep",
@@ -763,7 +843,7 @@
       "cost_usd_per_1000": 0.16583014981273408
     },
     {
-      "rank": 48,
+      "rank": 53,
       "display": "GPT-5.6 Luna (low reasoning effort)",
       "class": "llm-baseline",
       "licence": "proprietary API",
@@ -779,7 +859,7 @@
       "cost_usd_per_1000": 0.24191123595505612
     },
     {
-      "rank": 49,
+      "rank": 54,
       "display": "openJev Verdict (heman10x, ModernBERT-base 151M)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -795,7 +875,7 @@
       "cost_usd_per_1000": 0.00367125468164794
     },
     {
-      "rank": 50,
+      "rank": 55,
       "display": "Raw Qwen3 1.7B direct logits",
       "class": "raw-logit-control",
       "licence": "Apache-2.0",
@@ -811,7 +891,7 @@
       "cost_usd_per_1000": 0.014795880149812733
     },
     {
-      "rank": 51,
+      "rank": 56,
       "display": "reflex-27b (Qwen3.8-27B)",
       "class": "jev-rebuild",
       "licence": "MIT code; Apache-2.0 Qwen weights",
@@ -827,7 +907,7 @@
       "cost_usd_per_1000": 0.18111733707865169
     },
     {
-      "rank": 52,
+      "rank": 57,
       "display": "djev (thinking)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -843,7 +923,7 @@
       "cost_usd_per_1000": 0.27429398876404487
     },
     {
-      "rank": 53,
+      "rank": 58,
       "display": "GLiNER2 large (Fastino)",
       "class": "classifier",
       "licence": "Apache-2.0",
@@ -859,7 +939,7 @@
       "cost_usd_per_1000": 0.007745842696629214
     },
     {
-      "rank": 54,
+      "rank": 59,
       "display": "OpenJev (thinking, BF16)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -875,7 +955,23 @@
       "cost_usd_per_1000": 0.25463898876404495
     },
     {
-      "rank": 55,
+      "rank": 60,
+      "display": "Qwen3.5-0.8B Decision Model (Mourad Ghafiri)",
+      "class": "jev-rebuild",
+      "licence": "MIT code and training data; Apache-2.0 model weights",
+      "repo": "https://huggingface.co/mghafiri/qwen3.5-0.8B-decision-model",
+      "jevbench_score": 14.540627482985634,
+      "axes": {
+        "intelligence": 28.073004486611502,
+        "calibration": 68.22744227994228,
+        "speed": 49.16083329619092,
+        "cost": 75.68324604275398
+      },
+      "api_flag": false,
+      "cost_usd_per_1000": 0.0064648501872659175
+    },
+    {
+      "rank": 61,
       "display": "Gemini 3.1 Flash-Lite",
       "class": "llm-baseline",
       "licence": "proprietary API",
@@ -891,7 +987,7 @@
       "cost_usd_per_1000": 0.26378698501872655
     },
     {
-      "rank": 56,
+      "rank": 62,
       "display": "open-jev-deberta-v3-large (local CPU)",
       "class": "jev-rebuild",
       "licence": "Apache-2.0 (model card); DeBERTa-v3 keeps its own terms",
@@ -907,7 +1003,7 @@
       "cost_usd_per_1000": 0.007340468164794008
     },
     {
-      "rank": 57,
+      "rank": 63,
       "display": "smalljev semantic-v9",
       "class": "jev-rebuild",
       "licence": "Apache-2.0",
@@ -923,7 +1019,7 @@
       "cost_usd_per_1000": 0.025365692883895133
     },
     {
-      "rank": 58,
+      "rank": 64,
       "display": "GLiNER2 (Fastino, gliner2.5-base)",
       "class": "classifier",
       "licence": "Apache-2.0",
@@ -939,7 +1035,7 @@
       "cost_usd_per_1000": 0.00367125468164794
     },
     {
-      "rank": 59,
+      "rank": 65,
       "display": "Open-Jev 9B (Zefan Cai)",
       "class": "jev-rebuild",
       "licence": "MIT (loader); Apache-2.0 (adapter and pinned Qwen base); CC0-1.0 public training projection",
@@ -955,7 +1051,7 @@
       "cost_usd_per_1000": 0.24882153558052428
     },
     {
-      "rank": 60,
+      "rank": 66,
       "display": "Open-Jev 2B (Zefan Cai)",
       "class": "jev-rebuild",
       "licence": "MIT (loader); Apache-2.0 (adapter and pinned Qwen base); CC0-1.0 public training projection",
@@ -971,7 +1067,7 @@
       "cost_usd_per_1000": 0.24882153558052428
     },
     {
-      "rank": 61,
+      "rank": 67,
       "display": "GLiNER2.5 multi (Fastino, 287M)",
       "class": "classifier",
       "licence": "Apache-2.0",
@@ -987,7 +1083,7 @@
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