Published task benchmark

SEC Risk-Factor Change Detection

Given prior-year and current-year risk-factor sections, identify added, removed, and materially changed risks with paired supporting passages.

Compare measured quality, workload cost, and latency across model tiers. Results are task-specific and directional—not a general model ranking.

Legal & ComplianceAnalysisEvaluated 9/8/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

SEC Risk-Factor Change Detection

Given prior-year and current-year risk-factor sections, identify added, removed, and materially changed risks with paired supporting passages.

Legal & CompliancePer filing
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Gemma 4 E4B IT
E4B · Off-the-shelf
708 in · 1,264 out · 20.51s p50
$14.83 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
78%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
648 in · 1,118 out · 12.24s p50
$127 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.3376 input · $0.9390 output /1M
OpenRouter · $0.2900 input · $1.14 output /1M
89%
Best accuracy
GPT-5.4
Hosted · Off-the-shelf
652 in · 1,977 out · 16.91s p50
$3129 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $2.50 input · $15.00 output /1M
TrustedRouter · $2.64 input · $15.82 output /1M
65%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small61%100/100$43.79
Qwen3 235B A22Bmid71%100/100$368
DeepSeek V3mid89%100/100$127
Mistral Large 2407mid88%100/100$225
Arcee Trinity Large Thinkingmid81%100/100$140
GPT-5.4frontier65%100/100$3129
Claude Opus 4.7frontier43%100/100$5548
Gemini 3.1 Pro Previewfrontier7%100/100$2519
Gemma 4 E4B ITsmall78%100/100$14.83
Granite 4.1 8Bsmall62%100/100$15.38
Ministral 8B Instruct 2410small44%100/100$26.00
Qwen3 4B Instruct 2507small38%100/100$127

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-08T21:19:02.986Z.

Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.

drydock

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