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--- ml:reinforcement_learning [2025/07/14 05:37] – [NLP Papers] jmflanig
+++ ml:reinforcement_learning [2025/07/14 05:40] (current) – [Reinforcement Learning with Verifiable Rewards] jmflanig
@@ Line 32: / Line 32: @@
 (Some of the papers above should be moved to this section)
-  * [[https://arxiv.org/pdf/1506.08941|Narasimhan et al 2015 - Language Understanding for Text-based Games using Deep Reinforcement Learning]]
+  * **Applied to Text Games**
+    * [[https://arxiv.org/pdf/1506.08941|Narasimhan et al 2015 - Language Understanding for Text-based Games using Deep Reinforcement Learning]]
-==== Reinforcement Learning with Verifiable Rewards ====
+===== Reinforcement Learning with Verifiable Rewards =====
 DeepSeek-R1-Zero-style reinforcement learning is sometimes called **"reinforcement learning (RL) on verifiable rewards"** (see for example [[https://arxiv.org/pdf/2505.21493|Zhou 2025]]) or **"RL with outcome supervision."**
+See also [[nlp:Large Reasoning Models]]
     * [[https://github.com/deepseek-ai/DeepSeek-R1/blob/main/DeepSeek_R1.pdf|DeepSeek 2025 - DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning]]
     * [[https://arxiv.org/pdf/2505.21493|Zhou et al 2025 - Reinforcing General Reasoning without Verifiers]]