Polymathic AI and Princeton Researchers Release FlashMap, a Flow Map Drafter for 6.14x Faster LLM Decoding

Polymathic AI and Princeton Researchers Release FlashMap, a Flow Map Drafter for 6.14x Faster LLM Decoding Researchers from Polymathic AI, Princeton, and USC ISI have released FlashMap, a speculative decoding drafter designed to accelerate large language model (LLM) inference. Key Capabilities Joint drafting: FlashMap drafts 16 tokens jointly in one [...]

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Kyutai Releases Voice of Reason: A Speech-Native Model that Solves Spoken Math with Reinforcement Learning

Kyutai Releases Voice of Reason: A Speech-Native Model that Solves Spoken Math with Reinforcement Learning Kyutai has released Voice of Reason, a set of 2 open-weight speech-to-speech models built on GLM-4-Voice-9B. According to the release, supervised fine-tuning and reinforcement learning lift spoken GSM8K accuracy from 27.3% to 77.1%. Key Highlights [...]

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Can LLMs Engineer Their Own Agent Harness? ByteDance Seed’s HarnessDev Says Only 34 of 64 Changes Generalize

Can LLMs Engineer Their Own Agent Harness? ByteDance Seed’s HarnessDev Says Only 34 of 64 Changes Generalize ByteDance Seed, SUTD, Georgia Tech, M-A-P, and TokenWave.AI introduce HarnessDev, a benchmark that scores the runnable harness a model builds rather than the answer it returns. Starting from a seed that scores 0, [...]

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