What is recorded here?
Recast preference-based language-model optimization at sequence level and empirically compared simple REINFORCE and leave-one-out baselines against more elaborate actor-critic pipelines.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
REINFORCE and RLOO estimators predate this paper; acquired contribution is RLHF adaptation and controlled comparisons, not their original invention. Reported PPO/DPO comparisons are task/model dependent.
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People and systems
Arash Ahmadian; Chris Cremer; Matthias Gallé; Marzieh Fadaee; Julia Kreutzer; Olivier Pietquin; Ahmet Üstün; Sara Hooker
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
Ahmadian et al.: sequence-level REINFORCE/RLOO adaptation for RLHF
Recast preference-based language-model optimization at sequence level and empirically compared simple REINFORCE and leave-one-out baselines against more elaborate actor-critic pipelines.
Scientific scope
REINFORCE and RLOO estimators predate this paper; acquired contribution is RLHF adaptation and controlled comparisons, not their original invention. Reported PPO/DPO comparisons are task/model dependent.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Arash Ahmadian; Chris Cremer; Matthias Gallé; Marzieh Fadaee; Julia Kreutzer; Olivier Pietquin; Ahmet Üstün; Sara Hooker
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.