Published task benchmark

Source-Grounded Flashcard Generation

Given a textbook passage, generate question-answer flashcards whose answers are fully supported by the source and cover distinct concepts.

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

Source-Grounded Flashcard Generation

Given a textbook passage, generate question-answer flashcards whose answers are fully supported by the source and cover distinct concepts.

Education & EdTechPer flashcard
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
254 in · 262 out · 3.98s p50
$3.30 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
100%
Best accuracyCheapest
DeepSeek V3
Hosted · Off-the-shelf
237 in · 238 out · 1.76s p50
$30.35 /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
100%
Best accuracy
GPT-5.4
Hosted · Off-the-shelf
248 in · 303 out · 2.58s p50
$517 /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 v2small69%100/100$24.59
Qwen3 235B A22Bmid72%100/100$62.43
DeepSeek V3mid100%100/100$30.35
Mistral Large 2407mid99%100/100$66.89
Arcee Trinity Large Thinkingmid95%100/100$53.59
GPT-5.4frontier100%100/100$517
Claude Opus 4.7frontier99%100/100$1319
Gemini 3.1 Pro Previewfrontier100%100/100$1247
Gemma 4 E4B ITsmall100%100/100$3.30
Granite 4.1 8Bsmall71%100/100$4.35
Ministral 8B Instruct 2410small90%100/100$7.14
Qwen3 4B Instruct 2507small81%100/100$27.69

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T09:35:02.688Z.

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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