Enhancing Faithfulness in Abstractive Summarization via Span-Level Fine-Tuning
Fuente:
arXiv
Saved in:
| Main Authors: | Huang, Sicong, Yan, Qianqi, Wang, Shengze, Lane, Ian |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization
by: Jayatilleke, Nevidu, et al.
Published: (2025)
by: Jayatilleke, Nevidu, et al.
Published: (2025)
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences
by: Ghoshal, Asish, et al.
Published: (2022)
by: Ghoshal, Asish, et al.
Published: (2022)
Source Identification in Abstractive Summarization
by: Suhara, Yoshi, et al.
Published: (2024)
by: Suhara, Yoshi, et al.
Published: (2024)
Understanding LLM Reasoning for Abstractive Summarization
by: Yuan, Haohan, et al.
Published: (2025)
by: Yuan, Haohan, et al.
Published: (2025)
Fair Abstractive Summarization of Diverse Perspectives
by: Zhang, Yusen, et al.
Published: (2023)
by: Zhang, Yusen, et al.
Published: (2023)
How Private are Language Models in Abstractive Summarization?
by: Hughes, Anthony, et al.
Published: (2024)
by: Hughes, Anthony, et al.
Published: (2024)
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text Summarization
by: Yuan, Haohan, et al.
Published: (2024)
by: Yuan, Haohan, et al.
Published: (2024)
Hybrid Extractive Abstractive Summarization for Multilingual Sentiment Analysis
by: Krasitskii, Mikhail, et al.
Published: (2025)
by: Krasitskii, Mikhail, et al.
Published: (2025)
Personalized Abstractive Summarization by Tri-agent Generation Pipeline
by: Xiao, Wen, et al.
Published: (2023)
by: Xiao, Wen, et al.
Published: (2023)
Enhancing Abstractive Summarization of Scientific Papers Using Structure Information
by: Bao, Tong, et al.
Published: (2025)
by: Bao, Tong, et al.
Published: (2025)
Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models
by: Song, Jongyoon, et al.
Published: (2024)
by: Song, Jongyoon, et al.
Published: (2024)
BRIDO: Bringing Democratic Order to Abstractive Summarization
by: Lee, Junhyun, et al.
Published: (2025)
by: Lee, Junhyun, et al.
Published: (2025)
Comparative Analysis of Abstractive Summarization Models for Clinical Radiology Reports
by: Bhattacharya, Anindita, et al.
Published: (2025)
by: Bhattacharya, Anindita, et al.
Published: (2025)
Sentiment-Aware Extractive and Abstractive Summarization for Unstructured Text Mining
by: Liu, Junyi, et al.
Published: (2025)
by: Liu, Junyi, et al.
Published: (2025)
Using Multimodal and Language-Agnostic Sentence Embeddings for Abstractive Summarization
by: Chellaf, Chaimae, et al.
Published: (2026)
by: Chellaf, Chaimae, et al.
Published: (2026)
MovieSum: An Abstractive Summarization Dataset for Movie Screenplays
by: Saxena, Rohit, et al.
Published: (2024)
by: Saxena, Rohit, et al.
Published: (2024)
Analysis of Multidomain Abstractive Summarization Using Salience Allocation
by: Rehman, Tohida, et al.
Published: (2024)
by: Rehman, Tohida, et al.
Published: (2024)
Semi-Supervised Dialogue Abstractive Summarization via High-Quality Pseudolabel Selection
by: He, Jianfeng, et al.
Published: (2024)
by: He, Jianfeng, et al.
Published: (2024)
Improving Factual Error Correction for Abstractive Summarization via Data Distillation and Conditional-generation Cloze
by: Li, Yiyang, et al.
Published: (2024)
by: Li, Yiyang, et al.
Published: (2024)
Incorporating Distributions of Discourse Structure for Long Document Abstractive Summarization
by: Liu, Dongqi, et al.
Published: (2023)
by: Liu, Dongqi, et al.
Published: (2023)
Multimodal Abstractive Summarization of Instructional Videos with Vision-Language Models
by: Nazir, Maham, et al.
Published: (2026)
by: Nazir, Maham, et al.
Published: (2026)
Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution
by: Li, Kun, et al.
Published: (2025)
by: Li, Kun, et al.
Published: (2025)
Abstractive Text Summarization for Contemporary Sanskrit Prose: Issues and Challenges
by: Sinha, Shagun
Published: (2025)
by: Sinha, Shagun
Published: (2025)
Mitigating Hallucination in Abstractive Summarization with Domain-Conditional Mutual Information
by: Chae, Kyubyung, et al.
Published: (2024)
by: Chae, Kyubyung, et al.
Published: (2024)
Survey of Pseudonymization, Abstractive Summarization & Spell Checker for Hindi and Marathi
by: Ransing, Rasika, et al.
Published: (2024)
by: Ransing, Rasika, et al.
Published: (2024)
LOCOST: State-Space Models for Long Document Abstractive Summarization
by: Bronnec, Florian Le, et al.
Published: (2024)
by: Bronnec, Florian Le, et al.
Published: (2024)
Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization
by: Chrysostomou, George, et al.
Published: (2023)
by: Chrysostomou, George, et al.
Published: (2023)
Fine-Tuning LLMs with Fine-Grained Human Feedback on Text Spans
by: CH-Wang, Sky, et al.
Published: (2025)
by: CH-Wang, Sky, et al.
Published: (2025)
Progressive Code Integration for Abstractive Bug Report Summarization
by: Karim, Shaira Sadia, et al.
Published: (2025)
by: Karim, Shaira Sadia, et al.
Published: (2025)
Abstractive Text Summarization: State of the Art, Challenges, and Improvements
by: Shakil, Hassan, et al.
Published: (2024)
by: Shakil, Hassan, et al.
Published: (2024)
Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization
by: Mondshine, Itai, et al.
Published: (2025)
by: Mondshine, Itai, et al.
Published: (2025)
Abstractive Text Summarization for Bangla Language Using NLP and Machine Learning Approaches
by: Miazee, Asif Ahammad, et al.
Published: (2025)
by: Miazee, Asif Ahammad, et al.
Published: (2025)
Assessing LLMs for Zero-shot Abstractive Summarization Through the Lens of Relevance Paraphrasing
by: Askari, Hadi, et al.
Published: (2024)
by: Askari, Hadi, et al.
Published: (2024)
PROM: A Phrase-level Copying Mechanism with Pre-training for Abstractive Summarization
by: Ma, Xinbei, et al.
Published: (2023)
by: Ma, Xinbei, et al.
Published: (2023)
From News to Summaries: Building a Hungarian Corpus for Extractive and Abstractive Summarization
by: Barta, Botond, et al.
Published: (2024)
by: Barta, Botond, et al.
Published: (2024)
DocSum: Domain-Adaptive Pre-training for Document Abstractive Summarization
by: Chau, Phan Phuong Mai, et al.
Published: (2024)
by: Chau, Phan Phuong Mai, et al.
Published: (2024)
From Attribution to Abstention: Training-Free Attention-Based Auditing for Clinical Summarization
by: Yan, Qianqi, et al.
Published: (2026)
by: Yan, Qianqi, et al.
Published: (2026)
Abstractive Summarization of Low resourced Nepali language using Multilingual Transformers
by: Dhakal, Prakash, et al.
Published: (2024)
by: Dhakal, Prakash, et al.
Published: (2024)
HeSum: a Novel Dataset for Abstractive Text Summarization in Hebrew
by: Paz-Argaman, Tzuf, et al.
Published: (2024)
by: Paz-Argaman, Tzuf, et al.
Published: (2024)
CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization
by: Kirstein, Frederic, et al.
Published: (2024)
by: Kirstein, Frederic, et al.
Published: (2024)
Similar Items
-
A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization
by: Jayatilleke, Nevidu, et al.
Published: (2025) -
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences
by: Ghoshal, Asish, et al.
Published: (2022) -
Source Identification in Abstractive Summarization
by: Suhara, Yoshi, et al.
Published: (2024) -
Understanding LLM Reasoning for Abstractive Summarization
by: Yuan, Haohan, et al.
Published: (2025) -
Fair Abstractive Summarization of Diverse Perspectives
by: Zhang, Yusen, et al.
Published: (2023)