Research

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What is a Wet Experiment (湿实验)?

A “wet experiment” (湿实验) refers to laboratory work that involves the physical manipulation of biological or chemical materials — liquids, cells, tissues, organisms, reagents, and other tangible substances. The name comes from the fact that most of these experiments deal with solutions, buffers, cultures, and other “wet” materials in a bench-top lab setting.

Typical wet experiment activities include: running PCR (polymerase chain reaction), growing cell cultures, performing gel electrophoresis, conducting chemical assays, DNA/RNA sequencing library preparation, protein purification, animal model studies, and drug compound screening.

• heuristic: 用于人工设计的规则，e.g., hand-crafted heuristic rewards

• 图表中数值差异过大怎么呈现？ 用放大镜：
  

• KV-cache

这里记录我读的paper，或是整篇文章，或是文章中最有insight的部分。

25.10.10

• CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning
  • 用embedding 做contrastive learning，作为ReFT（PPO）的regular loss
  • disadvantage：实验的数据集较为简单

RL w/o verifier

RLPR: Extrapolating RLVR to General Domains without Verifiers 25.10.29