Published task benchmark

Vulnerability Disclosure Intake Summary

Given a security-researcher report, extract affected asset, prerequisites, reproduction steps, impact claim, evidence, and missing details for engineering triage.

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

E-commerce & LogisticsSummarizationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Summarization

Vulnerability Disclosure Intake Summary

Given a security-researcher report, extract affected asset, prerequisites, reproduction steps, impact claim, evidence, and missing details for engineering triage.

E-commerce & LogisticsPer vulnerability report
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
429 in · 270 out · 4.25s p50
$3.75 /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
390 in · 329 out · 3.89s p50
$44.06 /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
94%
GPT-5.4
Hosted · Off-the-shelf
390 in · 403 out · 4.23s p50
$702 /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
100%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small70%100/100$21.61
Qwen3 235B A22Bmid89%100/100$88.18
DeepSeek V3mid94%100/100$44.06
Mistral Large 2407mid89%100/100$75.43
Arcee Trinity Large Thinkingmid85%100/100$71.12
GPT-5.4frontier100%100/100$702
Claude Opus 4.7frontier80%100/100$2494
Gemini 3.1 Pro Previewfrontier91%100/100$1616
Gemma 4 E4B ITsmall78%100/100$3.75
Granite 4.1 8Bsmall46%100/100$6.64
Ministral 8B Instruct 2410small70%100/100$10.19
Qwen3 4B Instruct 2507small78%100/100$28.89

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T11:28:02.539Z.

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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