VerifiableRewards
#Analysis#Pocket#NLP#LanguageModel#ReinforcementLearning#TransferLearning#DPO#GRPO#Off-Policy#On-Policy#Non-VerifiableRewards
Issue Date: 2025-06-30 Bridging Offline and Online Reinforcement Learning for LLMs, Jack Lanchantin+, arXiv25 Comment元ポスト:https://x.com/jaseweston/status/1939673136842313960?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Q ... #Pocket#NLP#LanguageModel#read-later#RLVR#Verification
Issue Date: 2025-06-03 Pitfalls of Rule- and Model-based Verifiers -- A Case Study on Mathematical Reasoning, Yuzhen Huang+, arXiv25 Comment元ポスト:https://x.com/junxian_he/status/1929371821767586284?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Qverificationタスクに特化してfinetuningされたDiscriminative Classifierが、rewa ... #Pocket#NLP#LanguageModel#ReinforcementLearning#LLM-as-a-Judge#PostTraining#GRPO
Issue Date: 2025-05-16 J1: Incentivizing Thinking in LLM-as-a-Judge via Reinforcement Learning, Chenxi Whitehouse+, arXiv25 Comment元ポスト:https://x.com/jaseweston/status/1923186392420450545?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-QLLM-as-a-Judgeのなめのモデルを学習するレシピにおいて、初めてRLを適用した研究と主張し、より高品質なreasoni ...
Issue Date: 2025-06-30 Bridging Offline and Online Reinforcement Learning for LLMs, Jack Lanchantin+, arXiv25 Comment元ポスト:https://x.com/jaseweston/status/1939673136842313960?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Q ... #Pocket#NLP#LanguageModel#read-later#RLVR#Verification
Issue Date: 2025-06-03 Pitfalls of Rule- and Model-based Verifiers -- A Case Study on Mathematical Reasoning, Yuzhen Huang+, arXiv25 Comment元ポスト:https://x.com/junxian_he/status/1929371821767586284?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Qverificationタスクに特化してfinetuningされたDiscriminative Classifierが、rewa ... #Pocket#NLP#LanguageModel#ReinforcementLearning#LLM-as-a-Judge#PostTraining#GRPO
Issue Date: 2025-05-16 J1: Incentivizing Thinking in LLM-as-a-Judge via Reinforcement Learning, Chenxi Whitehouse+, arXiv25 Comment元ポスト:https://x.com/jaseweston/status/1923186392420450545?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-QLLM-as-a-Judgeのなめのモデルを学習するレシピにおいて、初めてRLを適用した研究と主張し、より高品質なreasoni ...
#Survey#Pocket#LanguageModel#Supervised-FineTuning (SFT)#ReinforcementLearning#Chain-of-Thought#InstructionTuning#PPO (ProximalPolicyOptimization)#Reasoning#LongSequence#RewardHacking#GRPO#Contamination#CurriculumLearning
Issue Date: 2025-05-06 100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models, Chong Zhang+, arXiv25 Comment元ポスト:https://x.com/_philschmid/status/1918898257406709983?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Qサーベイのtakeawayが箇条書きされている。 ...
Issue Date: 2025-05-06 100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models, Chong Zhang+, arXiv25 Comment元ポスト:https://x.com/_philschmid/status/1918898257406709983?s=46&t=Y6UuIHB0Lv0IpmFAjlc2-Qサーベイのtakeawayが箇条書きされている。 ...