Methods › Natural Language Processing › Dialog Adaptation › DAPO

Dialogue-Adaptive Pre-training Objective

DAPO

11 papers tagged archive 2025-07-28

Introduced by Junlong Li et al. in Dialogue-adaptive Language Model Pre-training From Quality Estimation

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Dialogue-Adaptive Pre-training Objective (DAPO) is a pre-training objective for dialogue adaptation, which is designed to measure qualities of dialogues from multiple important aspects, like Readability, Consistency and Fluency which have already been focused on by general LM pre-training objectives, and those also significant for assessing dialogues but ignored by general LM pre-training objectives, like Diversity and Specificity.

PaperSource

Papers archive 2025-07-28

11 shown of 11, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

16 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Mathematical Reasoning2
Reinforcement Learning (RL)2
8k1
GSM8K1
Informativeness1
Language Modeling1
Language Modelling1
Multi-hop Question Answering1
Offline RL1
Question Answering1
Reinforcement Learning1
Retrieval1
Scheduling1
Self-Supervised Learning1
Specificity1
reinforcement-learning1

Usage over time archive 2025-07-28

Papers per year tagged with DAPO: 2020 to 2025, peak 8 8 0 2020: 1 paper 2020 2021: 0 papers 2021 2022: 0 papers 2022 2023: 0 papers 2023 2024: 2 papers 2024 2025: 8 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (11 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Dialog Adaptation

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