Cover Image

Efficient Aspect-Based Summarization of Climate Change Reports with Small Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ghinassi, Iacopo, Catalano, Leonardo, Colella, Tommaso
Format:	Preprint
Published:	2024
Subjects:	Computation and Language I.2.7
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Recent Trends in Linear Text Segmentation: a Survey
by: Ghinassi, Iacopo, et al.
Published: (2024)

Efficient Solutions For An Intriguing Failure of LLMs: Long Context Window Does Not Mean LLMs Can Analyze Long Sequences Flawlessly
by: Hosseini, Peyman, et al.
Published: (2024)

Luth: Efficient French Specialization for Small Language Models and Cross-Lingual Transfer
by: Lasbordes, Maxence, et al.
Published: (2025)

Investigating the Impact of Text Summarization on Topic Modeling
by: Khandelwal, Trishia
Published: (2024)

Steering Language Models in Multi-Token Generation: A Case Study on Tense and Aspect
by: Klerings, Alina, et al.
Published: (2025)

D-COT: Disciplined Chain-of-Thought Learning for Efficient Reasoning in Small Language Models
by: Ubukata, Shunsuke
Published: (2026)

A Multi-Pass Large Language Model Framework for Precise and Efficient Radiology Report Error Detection
by: Kim, Songsoo, et al.
Published: (2025)

Text Summarization With Graph Attention Networks
by: Ardestani, Mohammadreza, et al.
Published: (2026)

DimABSA: Building Multilingual and Multidomain Datasets for Dimensional Aspect-Based Sentiment Analysis
by: Lee, Lung-Hao, et al.
Published: (2026)

Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning
by: Bi, Jing, et al.
Published: (2024)

SemEval-2026 Task 3: Dimensional Aspect-Based Sentiment Analysis (DimABSA)
by: Yu, Liang-Chih, et al.
Published: (2026)

CMV-Fuse: Cross Modal-View Fusion of AMR, Syntax, and Knowledge Representations for Aspect Based Sentiment Analysis
by: Sudheendra, Smitha Muthya, et al.
Published: (2025)

Factual Dialogue Summarization via Learning from Large Language Models
by: Zhu, Rongxin, et al.
Published: (2024)

Towards Fundamental Language Models: Does Linguistic Competence Scale with Model Size?
by: Collado-Montañez, Jaime, et al.
Published: (2025)

KyrgyzBERT: A Compact, Efficient Language Model for Kyrgyz NLP
by: Metinov, Adilet, et al.
Published: (2025)

ConPET: Continual Parameter-Efficient Tuning for Large Language Models
by: Song, Chenyang, et al.
Published: (2023)

Text-Based Approaches to Item Difficulty Modeling in Large-Scale Assessments: A Systematic Review
by: Peters, Sydney, et al.
Published: (2025)

Kastor: Fine-tuned Small Language Models for Shape-based Active Relation Extraction
by: Celian, Ringwald, et al.
Published: (2025)

OPOR-Bench: Evaluating Large Language Models on Online Public Opinion Report Generation
by: Yu, Jinzheng, et al.
Published: (2025)

CRISP: Persistent Concept Unlearning via Sparse Autoencoders
by: Ashuach, Tomer, et al.
Published: (2025)

PLM: Efficient Peripheral Language Models Hardware-Co-Designed for Ubiquitous Computing
by: Deng, Cheng, et al.
Published: (2025)

Towards Greater Leverage: Scaling Laws for Efficient Mixture-of-Experts Language Models
by: Tian, Changxin, et al.
Published: (2025)

LoRS: Efficient Low-Rank Adaptation for Sparse Large Language Model
by: Hu, Yuxuan, et al.
Published: (2025)

Low-Resource Court Judgment Summarization for Common Law Systems
by: Liu, Shuaiqi, et al.
Published: (2024)

Assessment of Transformer-Based Encoder-Decoder Model for Human-Like Summarization
by: Nair, Sindhu, et al.
Published: (2024)

Effective and Efficient Schema-aware Information Extraction Using On-Device Large Language Models
by: Wen, Zhihao, et al.
Published: (2025)

DESS: DeBERTa Enhanced Syntactic-Semantic Aspect Sentiment Triplet Extraction
by: Thenuwara, Vishal, et al.
Published: (2025)

A Novel Word Pair-based Gaussian Sentence Similarity Algorithm For Bengali Extractive Text Summarization
by: Morshed, Fahim, et al.
Published: (2024)

A Domain-Based Taxonomy of Jailbreak Vulnerabilities in Large Language Models
by: Peláez-González, Carlos, et al.
Published: (2025)

Evaluating Large Language Models for Zero-Shot Disease Labeling in CT Radiology Reports Across Organ Systems
by: Garcia-Alcoser, Michael E., et al.
Published: (2025)

Tracking Semantic Change in Slovene: A Novel Dataset and Optimal Transport-Based Distance
by: Pranjić, Marko, et al.
Published: (2024)

Neural Natural Language Processing for Long Texts: A Survey on Classification and Summarization
by: Tsirmpas, Dimitrios, et al.
Published: (2023)

EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System
by: Chaybouti, Sofian, et al.
Published: (2021)

Precise Length Control in Large Language Models
by: Butcher, Bradley, et al.
Published: (2024)

What Drives Performance in Multilingual Language Models?
by: Nezhad, Sina Bagheri, et al.
Published: (2024)

Large Language Models for Biomedical Article Classification
by: Proboszcz, Jakub, et al.
Published: (2026)

Socially Responsible Data for Large Multilingual Language Models
by: Smart, Andrew, et al.
Published: (2024)

Strategy Adaptation in Large Language Model Werewolf Agents
by: Nakamori, Fuya, et al.
Published: (2025)

PL-Guard: Benchmarking Language Model Safety for Polish
by: Krasnodębska, Aleksandra, et al.
Published: (2025)

Entropy-Based Measurement of Value Drift and Alignment Work in Large Language Models
by: Fadli, Samih
Published: (2025)