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[PDF][PDF] A survey of reinforcement learning from human feedback
Reinforcement learning from human feedback (RLHF) is a variant of reinforcement learning
(RL) that learns from human feedback instead of relying on an engineered reward function …
(RL) that learns from human feedback instead of relying on an engineered reward function …
Arm: Alignment with residual energy-based model
While large language models (LLMs) trained with large-scale unsupervised learning acquire
a wide variety of world knowledge and skills, its behavior does not necessarily align with …
a wide variety of world knowledge and skills, its behavior does not necessarily align with …
Probing the multi-turn planning capabilities of LLMs via 20 question games
Large language models (LLMs) are effective at answering questions that are clearly asked.
However, when faced with ambiguous queries they can act unpredictably and produce …
However, when faced with ambiguous queries they can act unpredictably and produce …
A Grounded Preference Model for LLM Alignment
Despite LLMs' recent advancements, they still suffer from factual inconsistency and
hallucination. An often-opted remedy is retrieval-augmented generation–however, there is …
hallucination. An often-opted remedy is retrieval-augmented generation–however, there is …
A study on improving reasoning in language models
Accurately carrying out complex reasoning is a crucial component of deployable and
reliable language models. While current language models can exhibit this capability with …
reliable language models. While current language models can exhibit this capability with …