62 citations · 205 across the 27 of their papers we have counts for
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cs.LG2022
lilGym: Natural Language Visual Reasoning with Reinforcement Learning
Anne Wu, Kianté Brantley, Noriyuki Kojima +1
We present lilGym, a new benchmark for language-conditioned reinforcement learning in visual environments. lilGym is based on 2,661 highly-compositional human-written natural langu…
cs.CL2022★ 54 cited
Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization
Rajkumar Ramamurthy, Prithviraj Ammanabrolu, Kianté Brantley +5
We tackle the problem of aligning pre-trained large language models (LMs) with human preferences. If we view text generation as a sequential decision-making problem, reinforcement…