Cover Image

sDPO: Don't Use Your Data All at Once

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kim, Dahyun, Kim, Yungi, Song, Wonho, Kim, Hyeonwoo, Kim, Yunsu, Kim, Sanghoon, Park, Chanjun
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Evalverse: Unified and Accessible Library for Large Language Model Evaluation
by: Kim, Jihoo, et al.
Published: (2024)

Open Ko-LLM Leaderboard2: Bridging Foundational and Practical Evaluation for Korean LLMs
by: Kim, Hyeonwoo, et al.
Published: (2024)

Open Ko-LLM Leaderboard: Evaluating Large Language Models in Korean with Ko-H5 Benchmark
by: Park, Chanjun, et al.
Published: (2024)

InstaTrans: An Instruction-Aware Translation Framework for Non-English Instruction Datasets
by: Kim, Yungi, et al.
Published: (2024)

Representing the Under-Represented: Cultural and Core Capability Benchmarks for Developing Thai Large Language Models
by: Kim, Dahyun, et al.
Published: (2024)

SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling
by: Kim, Dahyun, et al.
Published: (2023)

Understanding LLM Development Through Longitudinal Study: Insights from the Open Ko-LLM Leaderboard
by: Park, Chanjun, et al.
Published: (2024)

SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models
by: Kim, Hyeonwoo, et al.
Published: (2024)

1 Trillion Token (1TT) Platform: A Novel Framework for Efficient Data Sharing and Compensation in Large Language Models
by: Park, Chanjun, et al.
Published: (2024)

Dataverse: Open-Source ETL (Extract, Transform, Load) Pipeline for Large Language Models
by: Park, Hyunbyung, et al.
Published: (2024)

Model-Based Data-Centric AI: Bridging the Divide Between Academic Ideals and Industrial Pragmatism
by: Park, Chanjun, et al.
Published: (2024)

LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models
by: Kim, Yungi, et al.
Published: (2024)

Rethinking KenLM: Good and Bad Model Ensembles for Efficient Text Quality Filtering in Large Web Corpora
by: Kim, Yungi, et al.
Published: (2024)

KITE: A Benchmark for Evaluating Korean Instruction-Following Abilities in Large Language Models
by: Kim, Dongjun, et al.
Published: (2025)

Don't Let It Fade: Preserving Edits in Diffusion Language Models via Token Timestep Allocation
by: Kim, Woojin, et al.
Published: (2025)

GAIA-v2-LILT: Multilingual Adaptation of Agent Benchmark beyond Translation
by: Kim, Yunsu, et al.
Published: (2026)

Benchmark Profiling: Mechanistic Diagnosis of LLM Benchmarks
by: Kim, Dongjun, et al.
Published: (2025)

Autoregressive Score Generation for Multi-trait Essay Scoring
by: Do, Heejin, et al.
Published: (2024)

When Is Enough Not Enough? Illusory Completion in Search Agents
by: Ko, Dayoon, et al.
Published: (2026)

What Models Know, How Well They Know It: Knowledge-Weighted Fine-Tuning for Learning When to Say "I Don't Know"
by: Lee, Joosung, et al.
Published: (2026)

Syntriever: How to Train Your Retriever with Synthetic Data from LLMs
by: Kim, Minsang, et al.
Published: (2025)

Exploring Iterative Controllable Summarization with Large Language Models
by: Ryu, Sangwon, et al.
Published: (2024)

Alternative Speech: Complementary Method to Counter-Narrative for Better Discourse
by: Lee, Seungyoon, et al.
Published: (2024)

CoME: An Unlearning-based Approach to Conflict-free Model Editing
by: Jung, Dahyun, et al.
Published: (2025)

FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models
by: Jung, Dahyun, et al.
Published: (2025)

Denoising Table-Text Retrieval for Open-Domain Question Answering
by: Kang, Deokhyung, et al.
Published: (2024)

Cross-lingual Back-Parsing: Utterance Synthesis from Meaning Representation for Zero-Resource Semantic Parsing
by: Kang, Deokhyung, et al.
Published: (2024)

Adversarial DPO: Harnessing Harmful Data for Reducing Toxicity with Minimal Impact on Coherence and Evasiveness in Dialogue Agents
by: Kim, San, et al.
Published: (2024)

DART: An AIGT Detector using AMR of Rephrased Text
by: Park, Hyeonchu, et al.
Published: (2024)

RSCF: Relation-Semantics Consistent Filter for Entity Embedding of Knowledge Graph
by: Kim, Junsik, et al.
Published: (2025)

IM-BERT: Enhancing Robustness of BERT through the Implicit Euler Method
by: Kim, Mihyeon, et al.
Published: (2025)

Rethinking DPO: The Role of Rejected Responses in Preference Misalignment
by: Cho, Jay Hyeon, et al.
Published: (2025)

SLM-Based Agentic AI with P-C-G: Optimized for Korean Tool Use
by: Jeon, Changhyun, et al.
Published: (2025)

Key-Element-Informed sLLM Tuning for Document Summarization
by: Ryu, Sangwon, et al.
Published: (2024)

Multi-Dimensional Optimization for Text Summarization via Reinforcement Learning
by: Ryu, Sangwon, et al.
Published: (2024)

Adaptive Planning for Multi-Attribute Controllable Summarization with Monte Carlo Tree Search
by: Ryu, Sangwon, et al.
Published: (2025)

How Training Data Shapes the Use of Parametric and In-Context Knowledge in Language Models
by: Kim, Minsung, et al.
Published: (2025)

ChatLang-8: An LLM-Based Synthetic Data Generation Framework for Grammatical Error Correction
by: Park, Jeiyoon, et al.
Published: (2024)

ProgRAG: Hallucination-Resistant Progressive Retrieval and Reasoning over Knowledge Graphs
by: Park, Minbae, et al.
Published: (2025)

Voice-Interactive Surgical Agent for Multimodal Patient Data Control
by: Park, Hyeryun, et al.
Published: (2025)