Option order affects answers in non-autoregressive LLM
Order sensitivity causes 25.8% answer flips in Laya model; shuffling during fine-tuning cuts the rate to 7.2%
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- Mentions · 7d1
- Mentions · 30d1
- All mentions9
- First seenSep 18, 2026
- Last mentioned2d ago
Timeline
9 articles · newest firstLiquid AI Releases d1: A Decision Model That Returns Calibrated Probabilities With Zero Output Tokens
Liquid AI launched d1, a hosted decision model returning calibrated probabilities with zero output tokens.
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20 Agentic Use Cases of TypeSafe AI’s Jev
TypeSafe AI launched Jev, a closed decision model that returns typed, calibrated choices for agent loops.
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Evaluating System One Models for Agent Security Decisions: Reliability, Calibration, and Selective Automation
Evaluations show agent-security judges can miss attack groups they confidently call safe, limiting automatic decisions.
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Ollaya – Ollama for open-source, Jev-style decision models
Ollaya is an open-source local runtime for fast Jev-style decision models, compatible with TypeSafe.
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Laya the open source version of Jev
Convai Innovations released Laya, an open-source Apache 2.0 family of non-autoregressive decision models claiming 6-8x faster inference than TypeSafe AI's Jev.
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[AINews] Here are 6 Clones of Jev in 2 days
Jev's non-generative decision model launch drew 36M views and six open clones in two days, positioning discriminative models as fast complements to LLMs.
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convaiinnovations/laya-multilingual — new model trending #30 on Hugging Face
ConvAI published Laya Multilingual, a 322M non-autoregressive model answering typed questions across 100-plus languages.
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convaiinnovations/laya — new model trending #30 on Hugging Face
Convaiinnovations releases Laya, an open-source 421M-parameter non-autoregressive decision model for calibrated email triage, phishing detection, and routing.
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Appears with
- layaproduct · 4
- Jevai model · 3
- TypeSafe AIorganization · 2
- laya-typed-decisionsai model · 2
- TypeSafeorganization · 2
- Claude Codeproduct · 2
- Bespoke Nimbleai model · 2
- convaiinnovationsorganization · 2
- Convai Innovationsorganization · 2
- laya-multilingualai model · 2
- Jevproduct · 2
- Jev 1.13ai model · 2
- Qwen2.5-0.5Bai model · 2
- TypeSafe AIvendor · 2
- Convai Innovationsvendor · 2
- Liquid AIorganization · 1
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