Published task benchmark

Performance Review Bias Detection

Given performance feedback, flag vague personality judgments, recency bias, unsupported generalizations, and missing outcome evidence.

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

HR & Internal OpsAnalysisEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Performance Review Bias Detection

Given performance feedback, flag vague personality judgments, recency bias, unsupported generalizations, and missing outcome evidence.

HR & Internal OpsPer feedback
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
345 in · 781 out · 12.10s p50
$8.97 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
97%
DeepSeek V3
Hosted · Off-the-shelf
327 in · 708 out · 8.58s p50
$77.52 /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
99%
Best accuracy
GPT-5.4
Hosted · Off-the-shelf
318 in · 1,322 out · 12.04s p50
$2063 /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
99%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small87%100/100$35.58
Qwen3 235B A22Bmid96%100/100$216
DeepSeek V3mid99%100/100$77.52
Mistral Large 2407mid89%100/100$125
Arcee Trinity Large Thinkingmid97%100/100$92.61
GPT-5.4frontier99%100/100$2063
Claude Opus 4.7frontier93%100/100$4796
Gemini 3.1 Pro Previewfrontier83%100/100$2257
Gemma 4 E4B ITsmall97%100/100$8.97
Granite 4.1 8Bsmall95%100/100$8.28
Ministral 8B Instruct 2410small86%100/100$12.64
Qwen3 4B Instruct 2507small85%100/100$85.50

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T05:24:02.999Z.

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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