Published task benchmark

Inclusive Job Description Review

Given a job description and an inclusion rubric, identify exclusionary or unnecessarily restrictive language and propose meaning-preserving revisions.

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

HR & Internal OpsAnalysisEvaluated 9/10/202696 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Inclusive Job Description Review

Given a job description and an inclusion rubric, identify exclusionary or unnecessarily restrictive language and propose meaning-preserving revisions.

HR & Internal OpsPer job description
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
388 in · 1,043 out · 16.32s p50
$11.82 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
77%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
366 in · 1,146 out · 12.63s p50
$120 /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
86%
Best accuracy
GPT-5.4
Hosted · Off-the-shelf
368 in · 1,916 out · 19.53s p50
$2966 /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
56%
All 12 model results and methodology

Generated 96/100 examples — partial set accepted at the success threshold

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small16%96/96$47.11
Qwen3 235B A22Bmid82%96/96$334
DeepSeek V3mid86%96/96$120
Mistral Large 2407mid75%96/96$183
Arcee Trinity Large Thinkingmid66%96/96$155
GPT-5.4frontier56%96/96$2966
Claude Opus 4.7frontier11%96/96$5326
Gemini 3.1 Pro Previewfrontier1%95/96$2471
Gemma 4 E4B ITsmall77%96/96$11.82
Granite 4.1 8Bsmall55%96/96$12.13
Ministral 8B Instruct 2410small15%96/96$19.75
Qwen3 4B Instruct 2507small14%96/96$124

LLM-judge pass rate on 96 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:55:27.455Z.

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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