Published task benchmark

Stack-Trace Error Deduplication

Given stack traces with varying request IDs and line noise, cluster incidents by underlying failure signature and provide a representative trace for each cluster.

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

Engineering & ProductClassificationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Stack-Trace Error Deduplication

Given stack traces with varying request IDs and line noise, cluster incidents by underlying failure signature and provide a representative trace for each cluster.

Engineering & ProductPer stack trace
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Ministral 8B Instruct 2410
8B · Off-the-shelf
1,140 in · 526 out · 14.17s p50
$24.99 /100K
AWS Bedrock temporary proxy price
View token rates
AWS Bedrock · $0.1500 input · $0.1500 output /1M
87%
Mistral Large 2407
123B · Off-the-shelf
1,297 in · 688 out · 18.62s p50
$177 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.5275 input · $1.58 output /1M
OpenRouter · $2.00 input · $6.00 output /1M
97%
Claude Opus 4.7
Hosted · Off-the-shelf
1,625 in · 683 out · 6.02s p50
$2520 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $5.00 input · $25.00 output /1M
TrustedRouter · $5.28 input · $26.38 output /1M
100%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small41%100/100$24.01
Qwen3 235B A22Bmid89%100/100$124
DeepSeek V3mid90%100/100$79.94
Mistral Large 2407mid97%100/100$177
Arcee Trinity Large Thinkingmid50%100/100$143
GPT-5.4frontier98%100/100$972
Claude Opus 4.7frontier100%100/100$2520
Gemini 3.1 Pro Previewfrontier59%100/100$1560
Gemma 4 E4B ITsmall5%100/100$4.33
Granite 4.1 8Bsmall86%100/100$9.46
Ministral 8B Instruct 2410small87%100/100$24.99
Qwen3 4B Instruct 2507small61%100/100$36.17

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T01:32:02.618Z.

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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