Published task benchmark

Interview Feedback Standardization

Given free-form interviewer notes and a competency rubric, convert observations into evidence-linked skill ratings and mark unsupported conclusions.

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

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

Interview Feedback Standardization

Given free-form interviewer notes and a competency rubric, convert observations into evidence-linked skill ratings and mark unsupported conclusions.

HR & Internal OpsPer interview notes
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
475 in · 794 out · 12.00s p50
$9.38 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
63%
Cheapest
Arcee Trinity Large Thinking
400B · Off-the-shelf
443 in · 1,428 out · 5.26s p50
$125 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2500 input · $0.8000 output /1M
TrustedRouter · $0.2638 input · $0.8440 output /1M
65%
GPT-5.4
Hosted · Off-the-shelf
452 in · 1,442 out · 14.75s p50
$2276 /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
93%
Best accuracy
All 12 model results and methodology

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

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small36%96/96$36.76
Qwen3 235B A22Bmid49%96/96$226
DeepSeek V3mid64%96/96$91.73
Mistral Large 2407mid51%96/96$146
Arcee Trinity Large Thinkingmid65%96/96$125
GPT-5.4frontier93%96/96$2276
Claude Opus 4.7frontier88%96/96$4998
Gemini 3.1 Pro Previewfrontier17%96/96$2466
Gemma 4 E4B ITsmall63%96/96$9.38
Granite 4.1 8Bsmall38%96/96$10.35
Ministral 8B Instruct 2410small34%96/96$16.35
Qwen3 4B Instruct 2507small20%96/96$93.29

LLM-judge pass rate on 96 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T06:39:02.837Z.

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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