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dialogue articles

Who invented reinforcement learning for dialogue?

Who invented reinforcement learning for dialogue?

Who established Reinforcement Learning as a distinct field with their seminal textbook?

Who established Reinforcement Learning as a distinct field with their seminal textbook?

What function does the Reward Model (RM) serve in the Reinforcement Learning from Human Feedback (RLHF) process?

What function does the Reward Model (RM) serve in the Reinforcement Learning from Human Feedback (RLHF) process?

What specific level did EACL 2006 research focus RL on for learning optimal dialogue strategies?

What specific level did EACL 2006 research focus RL on for learning optimal dialogue strategies?

What essential concept must an RL agent learn to maximize over a sequence of interactions?

What essential concept must an RL agent learn to maximize over a sequence of interactions?

What major award did Richard S. Sutton and Andrew G. Barto receive in 2023?

What major award did Richard S. Sutton and Andrew G. Barto receive in 2023?

Why is Temporal-Difference (TD) learning considered significant in RL research?

Why is Temporal-Difference (TD) learning considered significant in RL research?

Regarding LLM dialogue agents, what characteristic defines their action space?

Regarding LLM dialogue agents, what characteristic defines their action space?

Which reinforcement learning algorithm is typically utilized during the RL Fine-Tuning stage of RLHF?

Which reinforcement learning algorithm is typically utilized during the RL Fine-Tuning stage of RLHF?

How does the objective learned via RL in dialogue differ from supervised learning next-token prediction?

How does the objective learned via RL in dialogue differ from supervised learning next-token prediction?

To what mathematical concept pioneered by Richard Bellman does RL owe its structural foundation for sequential decisions?

To what mathematical concept pioneered by Richard Bellman does RL owe its structural foundation for sequential decisions?

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