Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization
Fuente:
arXiv
Saved in:
| Main Authors: | Balde, Gunjan, Roy, Soumyadeep, Mondal, Mainack, Ganguly, Niloy |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Evaluation of LLMs in Medical Text Summarization: The Role of Vocabulary Adaptation in High OOV Settings
by: Balde, Gunjan, et al.
Published: (2025)
by: Balde, Gunjan, et al.
Published: (2025)
MEDVOC: Vocabulary Adaptation for Fine-tuning Pre-trained Language Models on Medical Text Summarization
by: Balde, Gunjan, et al.
Published: (2024)
by: Balde, Gunjan, et al.
Published: (2024)
Adaptive BPE Tokenization for Enhanced Vocabulary Adaptation in Finetuning Pretrained Language Models
by: Balde, Gunjan, et al.
Published: (2024)
by: Balde, Gunjan, et al.
Published: (2024)
Off-The-Shelf Image-to-Image Models Are All You Need To Defeat Image Protection Schemes
by: Pleimling, Xavier, et al.
Published: (2026)
by: Pleimling, Xavier, et al.
Published: (2026)
Unlocking Efficiency: Adaptive Masking for Gene Transformer Models
by: Roy, Soumyadeep, et al.
Published: (2024)
by: Roy, Soumyadeep, et al.
Published: (2024)
IDALC: A Semi-Supervised Framework for Intent Detection and Active Learning based Correction
by: Mullick, Ankan, et al.
Published: (2025)
by: Mullick, Ankan, et al.
Published: (2025)
Reliability Gated Multi-Teacher Distillation for Low Resource Abstractive Summarization
by: Sumit, Dipto, et al.
Published: (2026)
by: Sumit, Dipto, et al.
Published: (2026)
EvoSpec: Evolving Speculative Decoding via Real-Time Vocabulary and Parameter Adaptation
by: Zhang, Shuyu, et al.
Published: (2026)
by: Zhang, Shuyu, et al.
Published: (2026)
Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization
by: Mullick, Ankan, et al.
Published: (2024)
by: Mullick, Ankan, et al.
Published: (2024)
Parameter-Efficient Fine-Tuning for Medical Text Summarization: A Comparative Study of Lora, Prompt Tuning, and Full Fine-Tuning
by: Shernazarov, Ulugbek, et al.
Published: (2026)
by: Shernazarov, Ulugbek, et al.
Published: (2026)
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs
by: Piya, Fahmida Liza, et al.
Published: (2025)
by: Piya, Fahmida Liza, et al.
Published: (2025)
An Empirical Study on Cross-lingual Vocabulary Adaptation for Efficient Language Model Inference
by: Yamaguchi, Atsuki, et al.
Published: (2024)
by: Yamaguchi, Atsuki, et al.
Published: (2024)
GRIFFIN: Effective Token Alignment for Faster Speculative Decoding
by: Hu, Shijing, et al.
Published: (2025)
by: Hu, Shijing, 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)
by: Khatuya, Subhendu, et al.
Published: (2025)
ChallengeMe: An Adversarial Learning-enabled Text Summarization Framework
by: Deng, Xiaoyu, et al.
Published: (2025)
by: Deng, Xiaoyu, et al.
Published: (2025)
Multi-Dimensional Optimization for Text Summarization via Reinforcement Learning
by: Ryu, Sangwon, et al.
Published: (2024)
by: Ryu, Sangwon, et al.
Published: (2024)
Structsum Generation for Faster Text Comprehension
by: Jain, Parag, et al.
Published: (2024)
by: Jain, Parag, et al.
Published: (2024)
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference
by: Warner, Benjamin, et al.
Published: (2024)
by: Warner, Benjamin, et al.
Published: (2024)
The Tokenization Bottleneck: How Vocabulary Extension Improves Chemistry Representation Learning in Pretrained Language Models
by: Kalamkar, Prathamesh, et al.
Published: (2025)
by: Kalamkar, Prathamesh, et al.
Published: (2025)
Efficient Vision-Language Models by Summarizing Visual Tokens into Compact Registers
by: Wen, Yuxin, et al.
Published: (2024)
by: Wen, Yuxin, et al.
Published: (2024)
Informed Routing in LLMs: Smarter Token-Level Computation for Faster Inference
by: Han, Chao, et al.
Published: (2025)
by: Han, Chao, et al.
Published: (2025)
Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification
by: Khatuya, Subhendu, et al.
Published: (2025)
by: Khatuya, Subhendu, et al.
Published: (2025)
CNsum:Automatic Summarization for Chinese News Text
by: Zhao, Yu, et al.
Published: (2025)
by: Zhao, Yu, et al.
Published: (2025)
Balancing Coverage and Draft Latency in Vocabulary Trimming for Faster Speculative Decoding
by: Shoham, Ofir Ben
Published: (2026)
by: Shoham, Ofir Ben
Published: (2026)
TS-PEFT: Unveiling Token-Level Redundancy in Parameter-Efficient Fine-Tuning
by: Ma, Dabiao, et al.
Published: (2025)
by: Ma, Dabiao, et al.
Published: (2025)
Hallucination Diversity-Aware Active Learning for Text Summarization
by: Xia, Yu, et al.
Published: (2024)
by: Xia, Yu, et al.
Published: (2024)
Prompt Chaining or Stepwise Prompt? Refinement in Text Summarization
by: Sun, Shichao, et al.
Published: (2024)
by: Sun, Shichao, et al.
Published: (2024)
Controllable Text Summarization: Unraveling Challenges, Approaches, and Prospects -- A Survey
by: Urlana, Ashok, et al.
Published: (2023)
by: Urlana, Ashok, et al.
Published: (2023)
Efficient Task Adaptation in Large Language Models via Selective Parameter Optimization
by: Wan, Weijie, et al.
Published: (2026)
by: Wan, Weijie, et al.
Published: (2026)
Reinforcement Learning with Token-level Feedback for Controllable Text Generation
by: Li, Wendi, et al.
Published: (2024)
by: Li, Wendi, et al.
Published: (2024)
Balancing Rewards in Text Summarization: Multi-Objective Reinforcement Learning via HyperVolume Optimization
by: Song, Junjie, et al.
Published: (2025)
by: Song, Junjie, et al.
Published: (2025)
Investigating Text Shortening Strategy in BERT: Truncation vs Summarization
by: Mutasodirin, Mirza Alim, et al.
Published: (2024)
by: Mutasodirin, Mirza Alim, et al.
Published: (2024)
Abstractive Text Summarization for Contemporary Sanskrit Prose: Issues and Challenges
by: Sinha, Shagun
Published: (2025)
by: Sinha, Shagun
Published: (2025)
QAPyramid: Fine-grained Evaluation of Content Selection for Text Summarization
by: Zhang, Shiyue, et al.
Published: (2024)
by: Zhang, Shiyue, et al.
Published: (2024)
Multi-Label Clinical Text Eligibility Classification and Summarization System
by: Yerramsetty, Surya Tejaswi, et al.
Published: (2025)
by: Yerramsetty, Surya Tejaswi, et al.
Published: (2025)
Optimal path for Biomedical Text Summarization Using Pointer GPT
by: Han, Hyunkyung, et al.
Published: (2024)
by: Han, Hyunkyung, et al.
Published: (2024)
A Comparative Study of Quality Evaluation Methods for Text Summarization
by: Nguyen, Huyen, et al.
Published: (2024)
by: Nguyen, Huyen, et al.
Published: (2024)
Achieving Tokenizer Flexibility in Language Models through Heuristic Adaptation and Supertoken Learning
by: Sharthak, Shaurya, et al.
Published: (2025)
by: Sharthak, Shaurya, et al.
Published: (2025)
RSQ: Learning from Important Tokens Leads to Better Quantized LLMs
by: Sung, Yi-Lin, et al.
Published: (2025)
by: Sung, Yi-Lin, et al.
Published: (2025)
Improving Long Text Understanding with Knowledge Distilled from Summarization Model
by: Liu, Yan, et al.
Published: (2024)
by: Liu, Yan, et al.
Published: (2024)
Similar Items
-
Evaluation of LLMs in Medical Text Summarization: The Role of Vocabulary Adaptation in High OOV Settings
by: Balde, Gunjan, et al.
Published: (2025) -
MEDVOC: Vocabulary Adaptation for Fine-tuning Pre-trained Language Models on Medical Text Summarization
by: Balde, Gunjan, et al.
Published: (2024) -
Adaptive BPE Tokenization for Enhanced Vocabulary Adaptation in Finetuning Pretrained Language Models
by: Balde, Gunjan, et al.
Published: (2024) -
Off-The-Shelf Image-to-Image Models Are All You Need To Defeat Image Protection Schemes
by: Pleimling, Xavier, et al.
Published: (2026) -
Unlocking Efficiency: Adaptive Masking for Gene Transformer Models
by: Roy, Soumyadeep, et al.
Published: (2024)