Cover Image

Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mullick, Ankan, Bose, Sombit, Saha, Rounak, Bhowmick, Ayan Kumar, Vempaty, Aditya, Goyal, Pawan, Ganguly, Niloy, Dey, Prasenjit, Kokku, Ravi
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

On The Persona-based Summarization of Domain-Specific Documents
by: Mullick, Ankan, et al.
Published: (2024)

Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents
by: Mullick, Ankan, et al.
Published: (2025)

Long Dialog Summarization: An Analysis
by: Mullick, Ankan, et al.
Published: (2024)

A Pointer Network-based Approach for Joint Extraction and Detection of Multi-Label Multi-Class Intents
by: Mullick, Ankan, et al.
Published: (2024)

IDALC: A Semi-Supervised Framework for Intent Detection and Active Learning based Correction
by: Mullick, Ankan, et al.
Published: (2025)

Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems
by: Abuelsaad, Tamer, et al.
Published: (2024)

Intent Detection and Entity Extraction from BioMedical Literature
by: Mullick, Ankan, et al.
Published: (2024)

Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection
by: Mullick, Ankan, et al.
Published: (2025)

Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval
by: Khatuya, Subhendu, et al.
Published: (2025)

Instruction-Guided Bullet Point Summarization of Long Financial Earnings Call Transcripts
by: Khatuya, Subhendu, et al.
Published: (2024)

Order-Based Pre-training Strategies for Procedural Text Understanding
by: Nandy, Abhilash, et al.
Published: (2024)

Better RAG using Relevant Information Gain
by: Pickett, Marc, et al.
Published: (2024)

Latent Diffusion Pretraining for Crystal Property Prediction
by: Mukherjee, Shrimon, et al.
Published: (2026)

Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification
by: Khatuya, Subhendu, et al.
Published: (2025)

MatSciRE: Leveraging Pointer Networks to Automate Entity and Relation Extraction for Material Science Knowledge-base Construction
by: Mullick, Ankan, et al.
Published: (2024)

MEDVOC: Vocabulary Adaptation for Fine-tuning Pre-trained Language Models on Medical Text Summarization
by: Balde, Gunjan, et al.
Published: (2024)

Evaluation of LLMs in Medical Text Summarization: The Role of Vocabulary Adaptation in High OOV Settings
by: Balde, Gunjan, et al.
Published: (2025)

SEAL: Suite for Evaluating API-use of LLMs
by: Kim, Woojeong, et al.
Published: (2024)

How Robust are the Tabular QA Models for Scientific Tables? A Study using Customized Dataset
by: Ghosh, Akash, et al.
Published: (2024)

Parameter-Efficient Instruction Tuning of Large Language Models For Extreme Financial Numeral Labelling
by: Khatuya, Subhendu, et al.
Published: (2024)

LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation
by: Khastagir, Subhojyoti, et al.
Published: (2025)

Periodic Materials Generation using Text-Guided Joint Diffusion Model
by: Das, Kishalay, et al.
Published: (2025)

YesBut: A High-Quality Annotated Multimodal Dataset for evaluating Satire Comprehension capability of Vision-Language Models
by: Nandy, Abhilash, et al.
Published: (2024)

Fine-Grained Spatial and Verbal Losses for 3D Visual Grounding
by: Dey, Sombit, et al.
Published: (2024)

Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization
by: Balde, Gunjan, et al.
Published: (2026)

$FastDoc$: Domain-Specific Fast Continual Pre-training Technique using Document-Level Metadata and Taxonomy
by: Nandy, Abhilash, et al.
Published: (2023)

Learning API Functionality from In-Context Demonstrations for Tool-based Agents
by: Patel, Bhrij, et al.
Published: (2025)

Reflection-Based Memory For Web navigation Agents
by: Azam, Ruhana, et al.
Published: (2025)

Building a Domain-specific Guardrail Model in Production
by: Niknazar, Mohammad, et al.
Published: (2024)

Hydrodynamic Limits of non-Markovian Interacting Particle Systems on Sparse Graphs
by: Ganguly, Ankan, et al.
Published: (2022)

Efficient Continual Pre-training of LLMs for Low-resource Languages
by: Nag, Arijit, et al.
Published: (2024)

Multiplexons: Limits of Multiplex Networks
by: Ganguly, Ankan, et al.
Published: (2025)

From Scan to Action: Leveraging Realistic Scans for Embodied Scene Understanding
by: Halacheva, Anna-Maria, et al.
Published: (2025)

Fine-Tuning LLMs for Report Summarization: Analysis on Supervised and Unsupervised Data
by: Rallapalli, Swati, et al.
Published: (2025)

Cost-Performance Optimization for Processing Low-Resource Language Tasks Using Commercial LLMs
by: Nag, Arijit, et al.
Published: (2024)

Reliability Gated Multi-Teacher Distillation for Low Resource Abstractive Summarization
by: Sumit, Dipto, et al.
Published: (2026)

Analysis of Multidomain Abstractive Summarization Using Salience Allocation
by: Rehman, Tohida, et al.
Published: (2024)

A Comprehensive Exploration of Groundwater Quality of Ambagarh Chowki Region, Chhattisgarh, India: Water Quality Index, Health Risk, and ANN Predictive Modeling
by: Hemant Goyal, et al.
Published: (2025)

Multimodal Auto Validation For Self-Refinement in Web Agents
by: Azam, Ruhana, et al.
Published: (2024)

Public Sphere 2.0: Targeted Commenting in Online News Media
by: Mullick, Ankan, et al.
Published: (2019)