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…Generated by Qwen/Qwen2.5-Coder-32B-Instruct As retrieval systems scale, high-quality reranking becomes increasingly important. However, most existing reranker s, whether encoder-based or decoder-based, jointly encode the…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Finding interpretable directions in language-model representations is crit ica l for understanding and controlling model behavior. Sparse autoencoders (SAEs) have become the standard…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Reasoning models improve accuracy through extended chains of thought, but their long outputs create a memory and compute bottleneck. KV cache eviction methods reduce…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Making large language models (LLMs) deeply forget specific knowledge and values without sacrificing general capabilities remains a central challenge in unlearning . However, current methods…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Scientific laboratories increasingly rely on AI systems to reason about experiments, but the physical act of doing science remains largely outside their reach. AI…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Speculative Decoding (SD) accelerates low-concurrency LLM inference by employing a draft-then-verify paradigm . However, mainstream methods typically rely on multi-token prediction…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Modern large language models (LLMs) rely on reinforcement learning during post-training to push specific capabilities, yet integrating multiple capabilities into one model remains…
…For example, <|im_end|> is used as the EOS_TOKEN . (And, as an aside, you need to know this if you want to try fine-tuning these Qwen models, because you need…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct We present BioMatrix, the first multimodal foundation model that natively integrates sequences, structures, and natural language for both molecules and proteins within a single…
…With approximately 65\% as many pretraining tokens as Qwen3, LLaDA MoE v2 approaches Qwen3 on several knowledge, reasoning, and coding benchmarks. After supervised fine-tuning alone, it outperforms SDAR Chat on seven…