Published task benchmark

Reading-Level Adjustment

Given a passage and target grade level, rewrite it to the requested readability while preserving named entities, facts, and essential vocabulary.

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

Education & EdTechGenerationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Reading-Level Adjustment

Given a passage and target grade level, rewrite it to the requested readability while preserving named entities, facts, and essential vocabulary.

Education & EdTechPer passage
Not benchmarked
No result on this tier
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/100K
Run this tier to add it
Gemma 4 E4B IT
E4B · Off-the-shelf
251 in · 93 out · 1.49s p50
$1.51 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
98%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
236 in · 88 out · 1.14s p50
$16.23 /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
91%
GPT-5.4
Hosted · Off-the-shelf
240 in · 82 out · 1.51s p50
$183 /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 v2small14%100/100$18.61
Qwen3 235B A22Bmid85%100/100$29.57
DeepSeek V3mid91%100/100$16.23
Mistral Large 2407mid91%100/100$30.17
Arcee Trinity Large Thinkingmid71%100/100$98.80
GPT-5.4frontier100%100/100$183
Claude Opus 4.7frontier79%100/100$698
Gemini 3.1 Pro Previewfrontier99%100/100$1636
Gemma 4 E4B ITsmall98%100/100$1.51
Granite 4.1 8Bsmall79%100/100$2.18
Ministral 8B Instruct 2410small73%100/100$4.98
Qwen3 4B Instruct 2507small93%100/100$9.30

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T08:48:02.609Z.

Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.

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