laya-needle: the Needle Chrome extension forked to use Laya instead of Jev

Also filed under Documents & data

1. 0104

   zero-shot-ie-bench: GLiNER 2.5, GLiFormer, GLiClass, Laya, Von and Jev in one web UI

   Seven zero-shot extraction and classification families demoed, benchmarked and cross-compared, with sizes, licences and costs in one table.

   @umstek · Documents & data · free for the local rows

   @umstek

   GitHub

   Documents & data

   free for the local rows

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2. 0103

   Zero-shot benchmark: Laya's advertised win over Jev does not reproduce on four datasets

   Frozen protocol, raw predictions, calibration and latency for Jev 1.13, PrismNLI-0.4B and Laya. Laya ties Jev on dair-ai/emotion and trails by 10–33 points elsewhere.

   @elcronos · Documents & data

   @elcronos

   GitHub

   Documents & data

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3. 0102

   jevbench: Jev vs GPT-5-mini, Claude Sonnet 5, fine-tuned DistilBERT, BART NLI and Laya

   Six classifiers over SST-2, AG News and more, reporting accuracy, macro-F1, ECE, p50/p95 latency, throughput and cost side by side. Laya runs locally on MPS or CPU.

   @dhruvmehra · Documents & data · $0 for the local rows

   @dhruvmehra

   GitHub

   Documents & data

   $0 for the local rows

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4. 0098

   Agentic GraphRAG over S&P 10-Ks with Laya as a shadow decision engine beside Jev

   Anthony Alcaraz's talk demo routes typed decisions through Jev and shows Laya's answers beside them. On the TSMC run Laya rejected every true claim; that's the point.

   @AnthonyAlcaraz · Documents & data · free (Laya shadow); Bedrock for reasoning

   @AnthonyAlcaraz

   GitHub

   Documents & data

   free (Laya shadow); Bedrock for reasoning

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