Download bench-data.json from gnumanth/nullspan: direct link, hf CLI and curl.
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- Download file 64.7 kB
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https://huggingface.co/spaces/gnumanth/nullspan/resolve/main/bench-data.json
- Command line
-
hf download hf://spaces/gnumanth/nullspan/bench-data.json
-
curl -L -o bench-data.json https://huggingface.co/spaces/gnumanth/nullspan/resolve/main/bench-data.json
64.7 kB
| { | |
| "benchmark_name": "NullspanBench (JevBench-Compatible Decision & Extraction Leaderboard)", | |
| "benchmark_version": "3.2.0-jevbench", | |
| "draw_id": "S+P (draw v3.2-nullspan-20261030)", | |
| "timestamp": "2026-10-30T13:11:15Z", | |
| "n_total_observations": 500, | |
| "n_open_observations": 336, | |
| "n_sealed_observations": 164, | |
| "environment": { | |
| "os": "Linux 6.8.0-1070-gcp (x86_64)", | |
| "python": "3.10.12", | |
| "pytorch": "2.9.1+cu129", | |
| "onnxruntime": "1.23.2", | |
| "accelerator": "NVIDIA L4 (GCP CUDA Eval)" | |
| }, | |
| "systems": [ | |
| { | |
| "id": "nullspan-hybrid-router", | |
| "name": "nullspan-Hybrid (Fast + ONNX Int8)", | |
| "author": "gnumanth", | |
| "system_type": "Hybrid System One Router", | |
| "open_weights": true, | |
| "params_m": 345.3, | |
| "footprint_mb": 331.1, | |
| "base_model": "Zero-Dep Router + gnumanth/nullspan Int8", | |
| "runtime": "Tiered JS/Python + ONNX Runtime", | |
| "input_rate_per_1m_usd": 0.002, | |
| "output_rate_per_1m_usd": 0.0, | |
| "n_observations": 500, | |
| "input_tokens_total": 69943, | |
| "output_tokens_total": 0, | |
| "usd_per_1k_decisions": 0.0003, | |
| "axes": { | |
| "intelligence": 97.8, | |
| "intelligence_ci95": [ | |
| 96.6, | |
| 99.0 | |
| ], | |
| "calibration": 98.6, | |
| "speed": 92.7, | |
| "cost": 93.8 | |
| }, | |
| "capability_score": 98.2, | |
| "composite_score": 95.7, | |
| "open_set_score": 100.0, | |
| "sealed_set_score": 93.3, | |
| "calibration_details": { | |
| "null_auroc": 0.99629, | |
| "null_ece": 0.01392, | |
| "null_brier": 0.01516 | |
| }, | |
| "latency": { | |
| "mean_ms": 16.8098, | |
| "p50_ms": 0.0397, | |
| "p95_ms": 126.6229, | |
| "p99_ms": 209.086 | |
| }, | |
| "by_request_type": { | |
| "span_open": { | |
| "score": 100.0, | |
| "n": 181 | |
| }, | |
| "math": { | |
| "score": 100.0, | |
| "n": 51 | |
| }, | |
| "choice": { | |
| "score": 100.0, | |
| "n": 41 | |
| }, | |
| "noul_open": { | |
| "score": 100.0, | |
| "n": 27 | |
| }, | |
| "score": { | |
| "score": 100.0, | |
| "n": 48 | |
| }, | |
| "span_sealed": { | |
| "score": 96.3, | |
| "n": 108 | |
| }, | |
| "noul_sealed": { | |
| "score": 84.1, | |
| "n": 44 | |
| } | |
| }, | |
| "by_tier_open": { | |
| "Easy": { | |
| "score": 100.0, | |
| "n": 176 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "Standard": { | |
| "score": 100.0, | |
| "n": 64 | |
| } | |
| }, | |
| "by_tier_sealed": { | |
| "Standard": { | |
| "score": 96.5, | |
| "n": 113 | |
| }, | |
| "Hard": { | |
| "score": 86.0, | |
| "n": 50 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 1 | |
| } | |
| }, | |
| "by_domain": { | |
| "incident_report": { | |
| "score": 100.0, | |
| "n": 160 | |
| }, | |
| "compute_ledger": { | |
| "score": 100.0, | |
| "n": 144 | |
| }, | |
| "cluster_throughput_comps": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "edge_traffic_forecast": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "squad_v2_open_qa": { | |
| "score": 81.7, | |
| "n": 60 | |
| }, | |
| "contract_extraction": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "adversarial_stress": { | |
| "score": 100.0, | |
| "n": 8 | |
| } | |
| }, | |
| "official_rank": 1 | |
| }, | |
| { | |
| "id": "nullspan-zerodep-fast", | |
| "name": "nullspan-ZeroDep (Fast Engine)", | |
| "author": "gnumanth", | |
| "system_type": "Zero-Dep Algorithmic Engine", | |
| "open_weights": true, | |
| "params_m": 0.0, | |
| "footprint_mb": 0.0, | |
| "base_model": "Deterministic Clause + Lexical Pointer", | |
| "runtime": "Pure Python / Node / Browser JS", | |
| "input_rate_per_1m_usd": 0.0008, | |
| "output_rate_per_1m_usd": 0.0, | |
| "n_observations": 500, | |
| "input_tokens_total": 69943, | |
| "output_tokens_total": 0, | |
| "usd_per_1k_decisions": 0.0001, | |
| "axes": { | |
| "intelligence": 90.8, | |
| "intelligence_ci95": [ | |
| 88.2, | |
| 93.4 | |
| ], | |
| "calibration": 95.0, | |
| "speed": 93.5, | |
| "cost": 99.8 | |
| }, | |
| "capability_score": 92.9, | |
| "composite_score": 94.7, | |
| "open_set_score": 100.0, | |
| "sealed_set_score": 72.0, | |
| "calibration_details": { | |
| "null_auroc": 0.98239, | |
| "null_ece": 0.04866, | |
| "null_brier": 0.05142 | |
| }, | |
| "latency": { | |
| "mean_ms": 0.1345, | |
| "p50_ms": 0.0342, | |
| "p95_ms": 0.6895, | |
| "p99_ms": 0.8689 | |
| }, | |
| "by_request_type": { | |
| "span_open": { | |
| "score": 100.0, | |
| "n": 181 | |
| }, | |
| "math": { | |
| "score": 100.0, | |
| "n": 51 | |
| }, | |
| "choice": { | |
| "score": 100.0, | |
| "n": 41 | |
| }, | |
| "noul_open": { | |
| "score": 100.0, | |
| "n": 27 | |
| }, | |
| "score": { | |
| "score": 100.0, | |
| "n": 48 | |
| }, | |
| "span_sealed": { | |
| "score": 78.7, | |
| "n": 108 | |
| }, | |
| "noul_sealed": { | |
| "score": 47.7, | |
| "n": 44 | |
| } | |
| }, | |
| "by_tier_open": { | |
| "Easy": { | |
| "score": 100.0, | |
| "n": 176 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "Standard": { | |
| "score": 100.0, | |
| "n": 64 | |
| } | |
| }, | |
| "by_tier_sealed": { | |
| "Standard": { | |
| "score": 79.6, | |
| "n": 113 | |
| }, | |
| "Hard": { | |
| "score": 54.0, | |
| "n": 50 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 1 | |
| } | |
| }, | |
| "by_domain": { | |
| "incident_report": { | |
| "score": 100.0, | |
| "n": 160 | |
| }, | |
| "compute_ledger": { | |
| "score": 100.0, | |
| "n": 144 | |
| }, | |
| "cluster_throughput_comps": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "edge_traffic_forecast": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "squad_v2_open_qa": { | |
| "score": 23.3, | |
| "n": 60 | |
| }, | |
| "contract_extraction": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "adversarial_stress": { | |
| "score": 100.0, | |
| "n": 8 | |
| } | |
| }, | |
| "official_rank": 2 | |
| }, | |
| { | |
| "id": "nullspan-fp32", | |
| "name": "nullspan-345M (PyTorch FP32)", | |
| "author": "gnumanth", | |
| "system_type": "System One Encoder (5-Head, 512-ctx)", | |
| "open_weights": true, | |
| "params_m": 345.3, | |
| "footprint_mb": 1317.2, | |
| "base_model": "ahotrod/electra_large_discriminator_squad2_512 + SchemaAdapter", | |
| "runtime": "PyTorch MPS/CUDA/CPU FP32", | |
| "input_rate_per_1m_usd": 0.012, | |
| "output_rate_per_1m_usd": 0.0, | |
| "n_observations": 500, | |
| "input_tokens_total": 69943, | |
| "output_tokens_total": 0, | |
| "usd_per_1k_decisions": 0.0017, | |
| "axes": { | |
| "intelligence": 98.0, | |
| "intelligence_ci95": [ | |
| 96.8, | |
| 99.2 | |
| ], | |
| "calibration": 98.5, | |
| "speed": 63.2, | |
| "cost": 76.8 | |
| }, | |
| "capability_score": 98.2, | |
| "composite_score": 81.3, | |
| "open_set_score": 100.0, | |
| "sealed_set_score": 93.9, | |
| "calibration_details": { | |
| "null_auroc": 0.99327, | |
| "null_ece": 0.01419, | |
| "null_brier": 0.01532 | |
| }, | |
| "latency": { | |
| "mean_ms": 16.9035, | |
| "p50_ms": 10.2968, | |
| "p95_ms": 33.0811, | |
| "p99_ms": 37.3921 | |
| }, | |
| "by_request_type": { | |
| "span_open": { | |
| "score": 100.0, | |
| "n": 181 | |
| }, | |
| "math": { | |
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| "n": 51 | |
| }, | |
| "choice": { | |
| "score": 100.0, | |
| "n": 41 | |
| }, | |
| "noul_open": { | |
| "score": 100.0, | |
| "n": 27 | |
| }, | |
| "score": { | |
| "score": 100.0, | |
| "n": 48 | |
| }, | |
| "span_sealed": { | |
| "score": 96.3, | |
| "n": 108 | |
| }, | |
| "noul_sealed": { | |
| "score": 86.4, | |
| "n": 44 | |
| } | |
| }, | |
| "by_tier_open": { | |
| "Easy": { | |
| "score": 100.0, | |
| "n": 176 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "Standard": { | |
| "score": 100.0, | |
| "n": 64 | |
| } | |
| }, | |
| "by_tier_sealed": { | |
| "Standard": { | |
| "score": 96.5, | |
| "n": 113 | |
| }, | |
| "Hard": { | |
| "score": 88.0, | |
| "n": 50 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 1 | |
| } | |
| }, | |
| "by_domain": { | |
| "incident_report": { | |
| "score": 100.0, | |
| "n": 160 | |
| }, | |
| "compute_ledger": { | |
| "score": 100.0, | |
| "n": 144 | |
| }, | |
| "cluster_throughput_comps": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "edge_traffic_forecast": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "squad_v2_open_qa": { | |
| "score": 83.3, | |
| "n": 60 | |
| }, | |
| "contract_extraction": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "adversarial_stress": { | |
| "score": 100.0, | |
| "n": 8 | |
| } | |
| }, | |
| "official_rank": 3 | |
| }, | |
| { | |
| "id": "nullspan-onnx-int8", | |
| "name": "nullspan-345M-Int8 (ONNX WASM/CPU)", | |
| "author": "gnumanth", | |
| "system_type": "Quantized ONNX WASM/CPU (512-ctx)", | |
| "open_weights": true, | |
| "params_m": 345.3, | |
| "footprint_mb": 331.1, | |
| "base_model": "gnumanth/nullspan (Int8 Dynamic)", | |
| "runtime": "ONNX Runtime Int8 (Browser WASM / Edge)", | |
| "input_rate_per_1m_usd": 0.006, | |
| "output_rate_per_1m_usd": 0.0, | |
| "n_observations": 500, | |
| "input_tokens_total": 69943, | |
| "output_tokens_total": 0, | |
| "usd_per_1k_decisions": 0.0008, | |
| "axes": { | |
| "intelligence": 97.8, | |
| "intelligence_ci95": [ | |
| 96.6, | |
| 99.0 | |
| ], | |
| "calibration": 98.6, | |
| "speed": 52.7, | |
| "cost": 84.2 | |
| }, | |
| "capability_score": 98.2, | |
| "composite_score": 78.1, | |
| "open_set_score": 100.0, | |
| "sealed_set_score": 93.3, | |
| "calibration_details": { | |
| "null_auroc": 0.99511, | |
| "null_ece": 0.01267, | |
| "null_brier": 0.01523 | |
| }, | |
| "latency": { | |
| "mean_ms": 108.0495, | |
| "p50_ms": 75.9329, | |
| "p95_ms": 207.004, | |
| "p99_ms": 369.9251 | |
| }, | |
| "by_request_type": { | |
| "span_open": { | |
| "score": 100.0, | |
| "n": 181 | |
| }, | |
| "math": { | |
| "score": 100.0, | |
| "n": 51 | |
| }, | |
| "choice": { | |
| "score": 100.0, | |
| "n": 41 | |
| }, | |
| "noul_open": { | |
| "score": 100.0, | |
| "n": 27 | |
| }, | |
| "score": { | |
| "score": 100.0, | |
| "n": 48 | |
| }, | |
| "span_sealed": { | |
| "score": 96.3, | |
| "n": 108 | |
| }, | |
| "noul_sealed": { | |
| "score": 84.1, | |
| "n": 44 | |
| } | |
| }, | |
| "by_tier_open": { | |
| "Easy": { | |
| "score": 100.0, | |
| "n": 176 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "Standard": { | |
| "score": 100.0, | |
| "n": 64 | |
| } | |
| }, | |
| "by_tier_sealed": { | |
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| "score": 96.5, | |
| "n": 113 | |
| }, | |
| "Hard": { | |
| "score": 86.0, | |
| "n": 50 | |
| }, | |
| "Judge": { | |
| "score": 100.0, | |
| "n": 1 | |
| } | |
| }, | |
| "by_domain": { | |
| "incident_report": { | |
| "score": 100.0, | |
| "n": 160 | |
| }, | |
| "compute_ledger": { | |
| "score": 100.0, | |
| "n": 144 | |
| }, | |
| "cluster_throughput_comps": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "edge_traffic_forecast": { | |
| "score": 100.0, | |
| "n": 16 | |
| }, | |
| "squad_v2_open_qa": { | |
| "score": 81.7, | |
| "n": 60 | |
| }, | |
| "contract_extraction": { | |
| "score": 100.0, | |
| "n": 96 | |
| }, | |
| "adversarial_stress": { | |
| "score": 100.0, | |
| "n": 8 | |
| } | |
| }, | |
| "official_rank": 4 | |
| }, | |
| { | |
| "id": "h2o-lightning-4b", | |
| "name": "H2O-Lightning-4B v1.1 (JevBench #1 Comp)", | |
| "author": "H2O.ai", | |
| "system_type": "Jev-Compatible Decoder (4B)", | |
| "open_weights": true, | |
| "params_m": 4000.0, | |
| "footprint_mb": 8100.0, | |
| "base_model": "Qwen/Qwen3.5-4B Fine-Tune (vLLM RTX 5090)", | |
| "runtime": "Self-Hosted GPU (RTX 5090)", | |
| "input_rate_per_1m_usd": 0.027, | |
| "output_rate_per_1m_usd": 0.0, | |
| "n_observations": 1500, | |
| "input_tokens_total": 1152000, | |
| "output_tokens_total": 0, | |
| "usd_per_1k_decisions": 0.0211, | |
| "axes": { | |
| "intelligence": 60.0, | |
| "intelligence_ci95": [ | |
| 57.8, | |
| 62.3 | |
| ], | |
| "calibration": 90.0, | |
| "speed": 92.6, | |
| "cost": 60.3 | |
| }, | |
| "capability_score": 75.0, | |
| "composite_score": 72.5, | |
| "open_set_score": 64.1, | |
| "sealed_set_score": 59.0, | |
| "calibration_details": { | |
| "null_auroc": 0.908, | |
| "null_ece": 0.0502, | |
| "null_brier": 0.0645 | |
| }, | |
| "latency": { | |
| "mean_ms": 34.1, | |
| "p50_ms": 29.285, | |
| "p95_ms": 58.4, | |
| "p99_ms": 74.0 | |
| }, | |
| "by_request_type": { | |
| "span_open": { | |
| "score": 61.5, | |
| "n": 300 | |
| }, | |
| "span_sealed": { | |
| "score": 58.2, | |
| "n": 300 | |
| }, | |
| "noul_open": { | |
| "score": 60.9, | |
| "n": 150 | |
| }, | |
| "noul_sealed": { | |
| "score": 68.1, | |
| "n": 150 | |
| }, | |
| "choice": { | |
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| "n": 300 | |
| }, | |
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| "n": 150 | |
| }, | |
| "score": { | |
| "score": 47.0, | |
| "n": 150 | |
| } | |
| }, | |
| "by_tier_open": { | |
| "Easy": { | |
| "score": 88.2, | |
| "n": 100 | |
| }, | |
| "Standard": { | |
| "score": 57.6, | |
| "n": 100 | |
| }, | |
| "Judge": { | |
| "score": 61.0, | |
| "n": 100 | |
| } | |
| }, | |
| "by_tier_sealed": { | |
| "Standard": { | |
| "score": 62.6, | |
| "n": 600 | |
| }, | |
| "Hard": { | |
| "score": 54.3, | |
| "n": 600 | |
| } | |
| }, | |
| "by_domain": { | |
| "incident_report": { | |
| "score": 69.4, | |
| "n": 300 | |
| }, | |
| "compute_ledger": { | |
| "score": 59.2, | |
| "n": 300 | |
| }, | |
| "cluster_throughput_comps": { | |
| "score": 47.0, | |
| "n": 150 | |
| }, | |
| "edge_traffic_forecast": { | |
| "score": 44.3, | |
| "n": 150 | |
| }, | |
| "squad_v2_open_qa": { | |
| "score": 62.6, | |
| "n": 300 | |
| }, | |
| "contract_extraction": { | |
| "score": 58.4, | |
| "n": 300 | |
| }, | |
| "adversarial_stress": { | |
| "score": 54.3, | |
| "n": 300 | |
| } | |
| }, | |
| "official_rank": 5 | |
| }, | |
| { | |
| "id": "cloudflare-clairic-clef-live", | |
| "name": "@cf/cloudflare/clairic + clef (Live Workers AI)", | |
| "author": "Cloudflare", | |
| "system_type": "System One Split API (Clairic + Clef 27B)", | |
| "open_weights": false, | |
| "params_m": 27000.0, | |
| "footprint_mb": null, | |
| "base_model": "@cf/cloudflare/clairic + @cf/cloudflare/clef (180 RPCs / 246 Passes)", | |
| "runtime": "Cloudflare Workers AI Edge RPC (p50 315.3 ms/doc)", | |
| "input_rate_per_1m_usd": 0.025, | |
| "output_rate_per_1m_usd": 0.0, | |
| "n_observations": 500, | |
| "input_tokens_total": 81206, | |
| "output_tokens_total": 0, | |
| "usd_per_1k_decisions": 0.0041, | |
| "axes": { | |
| "intelligence": 91.6, | |
| "intelligence_ci95": [ | |
| 89.2, | |
| 93.9 | |
| ], | |
| "calibration": 94.9, | |
| "speed": 51.7, | |
| "cost": 68.2 | |
| }, | |
| "capability_score": 93.2, | |
| "composite_score": 72.1, | |
| "open_set_score": 89.7, | |
| "sealed_set_score": 95.4, | |
| "calibration_details": { | |
| "null_auroc": 0.98959, | |
| "null_ece": 0.05235, | |
| "null_brier": 0.04728 | |
| }, | |
| "latency": { | |
| "mean_ms": 128.789, | |
| "p50_ms": 91.323, | |
| "p95_ms": 314.023, | |
| "p99_ms": 403.1387 | |
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| "id": "basal-omni-1.0-ultra", | |
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| { | |
| "id": "jev-1.13.0-ref", | |
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| { | |
| "id": "nullspan-onnx-fp32", | |
| "name": "nullspan-345M (ONNX FP32)", | |
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| "score": 100.0, | |
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| "score": 100.0, | |
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| "score": 100.0, | |
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| "score": 100.0, | |
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| "official_rank": 9 | |
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| { | |
| "id": "deberta-v3-base-squad2", | |
| "name": "deberta-v3-base-squad2 (184M SQuAD2 QA)", | |
| "author": "deepset", | |
| "system_type": "Open Weights \u00b7 Extractive QA Cross-Encoder", | |
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| "base_model": "deepset/deberta-v3-base-squad2", | |
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| 43.9, | |
| 52.4 | |
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| "null_auroc": 0.82087, | |
| "null_ece": 0.39493, | |
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| "score": 84.1, | |
| "n": 44 | |
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| "score": 64.2, | |
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| "score": 64.1, | |
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| "Hard": { | |
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| "n": 1 | |
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| "by_domain": { | |
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| "score": 57.6, | |
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| "n": 60 | |
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| "score": 27.6, | |
| "n": 96 | |
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| "score": 37.5, | |
| "n": 8 | |
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| "official_rank": 10 | |
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| { | |
| "id": "gpt-5.4-nano-json", | |
| "name": "gpt-5.4-nano (JSON Decoder \u00b7 API)", | |
| "author": "OpenAI (Ref)", | |
| "system_type": "Closed API \u00b7 LLM Decoder", | |
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| "params_m": null, | |
| "footprint_mb": null, | |
| "base_model": "Autoregressive JSON Schema Decoder", | |
| "runtime": "Hosted Cloud API ( ~38 output tokens/field )", | |
| "input_rate_per_1m_usd": 0.15, | |
| "output_rate_per_1m_usd": 0.6, | |
| "n_observations": 500, | |
| "input_tokens_total": 69943, | |
| "output_tokens_total": 19000, | |
| "usd_per_1k_decisions": 0.0438, | |
| "axes": { | |
| "intelligence": 95.2, | |
| "intelligence_ci95": [ | |
| 93.4, | |
| 97.0 | |
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| "calibration": 89.0, | |
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| "capability_score": 92.1, | |
| "composite_score": 59.8, | |
| "open_set_score": 99.7, | |
| "sealed_set_score": 86.0, | |
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| "null_auroc": 0.95791, | |
| "null_ece": 0.15112, | |
| "null_brier": 0.03403 | |
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| "p50_ms": 417.9908, | |
| "p95_ms": 515.593, | |
| "p99_ms": 524.2688 | |
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| "score": 68.2, | |
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| "by_tier_open": { | |
| "Easy": { | |
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| "n": 176 | |
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| "Judge": { | |
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| "Standard": { | |
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| "by_tier_sealed": { | |
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| "Hard": { | |
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| "Judge": { | |
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| "by_domain": { | |
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| "edge_traffic_forecast": { | |
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| "squad_v2_open_qa": { | |
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| "contract_extraction": { | |
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| "score": 87.5, | |
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| }, | |
| "official_rank": 11 | |
| }, | |
| { | |
| "id": "claude-haiku-4.5-json", | |
| "name": "claude-haiku-4.5 (JSON Decoder \u00b7 API)", | |
| "author": "Anthropic (Ref)", | |
| "system_type": "Closed API \u00b7 LLM Decoder", | |
| "open_weights": false, | |
| "params_m": null, | |
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| "name": "nullspan-ZeroDep (Fast Engine)", | |
| "author": "gnumanth", | |
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