Published task benchmark

Parent-Teacher Conference Summary

Given assignments, rubric results, attendance, and teacher notes, summarize progress, evidence-backed strengths, concerns, and next actions.

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

Education & EdTechSummarizationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Summarization

Parent-Teacher Conference Summary

Given assignments, rubric results, attendance, and teacher notes, summarize progress, evidence-backed strengths, concerns, and next actions.

Education & EdTechPer student progress
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
682 in · 366 out · 5.84s p50
$5.30 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
95%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
636 in · 399 out · 3.56s p50
$58.94 /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
95%
GPT-5.4
Hosted · Off-the-shelf
635 in · 555 out · 5.24s p50
$991 /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 v2small32%100/100$28.37
Qwen3 235B A22Bmid21%100/100$145
DeepSeek V3mid95%100/100$58.94
Mistral Large 2407mid91%100/100$125
Arcee Trinity Large Thinkingmid40%100/100$81.64
GPT-5.4frontier100%100/100$991
Claude Opus 4.7frontier98%100/100$2967
Gemini 3.1 Pro Previewfrontier99%100/100$2095
Gemma 4 E4B ITsmall95%100/100$5.30
Granite 4.1 8Bsmall59%100/100$9.21
Ministral 8B Instruct 2410small78%100/100$16.35
Qwen3 4B Instruct 2507small64%100/100$39.88

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T09:44:02.650Z.

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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