Repo · Benchmarks & research
zero-shot-ie-bench
60 zero-shot information-extraction & classification systems (57 benchmarked) across 32 families — extractor encoders, zero-shot classifiers,…
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60 zero-shot information-extraction & classification systems (57 benchmarked) across 32 families — extractor encoders, zero-shot classifiers, cross-encoder rerankers, typed-decision engines — local, Ollaya-served & hosted (OpenRouter, Cloudflare, TypeSafe); measured accuracy/latency/cost benchmarks, 9-language suite, web UI
benchmarkdecision-engineglinergradioinformation-extractionjevllmmodel-evaluationmultilingualnamed-entity-recognitionnlpon-devicerelation-extractionrerankertext-classificationzero-shot-learning
How builders describe it
60 zero-shot information-extraction & classification systems (57 benchmarked) across 32 families — extractor encoders, zero-shot classifiers, cross-encoder rerankers, typed-decision engines — local, Ollaya-served & hosted (OpenRouter, Cloudflare, TypeSafe); measured accuracy/latency/cost…
The decision Jev makes
Benchmark questions with known answers, to check accuracy and confidence.
Where it fits
Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →
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