madewithlaya

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~1,000 Berkeley probability exam questions: Jev 83.7%, SemIf 61.6%, Laya 31.2%

Abhijay gave three probabilistic classifiers adapted probability-and-countability questions from Berkeley exams as a stress test.

Open source ↗ x.comcost-time-

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  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

  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

  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

  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