Computation and Language · Computer Science
Small Language Models: Architectures, Techniques, Evaluation, Problems and Future Adaptation
Tanjil Hasan Sakib, Md. Tanzib Hosain, Md. Kishor Morol
2025-05-30
Computation and Language · Computer Science
A Survey of Small Language Models
Chien Van Nguyen, Xuan Shen, Ryan Aponte, Yu Xia +24
2024-10-29
Computation and Language · Computer Science
Rethinking Data: Towards Better Performing Domain-Specific Small Language Models
Boris Nazarov, Darya Frolova, Yackov Lubarsky, Alexei Gaissinski +1
2025-03-06
Computation and Language · Computer Science
Cost-Performance Optimization for Processing Low-Resource Language Tasks Using Commercial LLMs
Arijit Nag, Animesh Mukherjee, Niloy Ganguly, Soumen Chakrabarti
2024-04-22
Information Retrieval · Computer Science
Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems
Kayhan Behdin, Ata Fatahibaarzi, Qingquan Song, Yun Dai +16
2025-10-28
Information Retrieval · Computer Science
Scaling Up Efficient Small Language Models Serving and Deployment for Semantic Job Search
Kayhan Behdin, Qingquan Song, Sriram Vasudevan, Jian Sheng +16
2025-10-28
Artificial Intelligence · Computer Science
Maybe Only 0.5% Data is Needed: A Preliminary Exploration of Low Training Data Instruction Tuning
Hao Chen, Yiming Zhang, Qi Zhang, Hantao Yang +4
2023-05-17
Software Engineering · Computer Science
Assessing Small Language Models for Code Generation: An Empirical Study with Benchmarks
Md Mahade Hasan, Muhammad Waseem, Kai-Kristian Kemell, Jussi Rasku +2
2026-01-21
Computation and Language · Computer Science
MindLLM: Pre-training Lightweight Large Language Model from Scratch, Evaluations and Domain Applications
Yizhe Yang, Huashan Sun, Jiawei Li, Runheng Liu +4
2023-10-31
Computation and Language · Computer Science
Small Language Models: Survey, Measurements, and Insights
Zhenyan Lu, Xiang Li, Dongqi Cai, Rongjie Yi +4
2025-02-27
Computation and Language · Computer Science
The economic trade-offs of large language models: A case study
Kristen Howell, Gwen Christian, Pavel Fomitchov, Gitit Kehat +6
2023-06-14
Computation and Language · Computer Science
Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization?
Xue-Yong Fu, Md Tahmid Rahman Laskar, Elena Khasanova, Cheng Chen +1
2024-04-16
Artificial Intelligence · Computer Science
A Survey on Large Language Models for Automated Planning
Mohamed Aghzal, Erion Plaku, Gregory J. Stein, Ziyu Yao
2025-02-19
Artificial Intelligence · Computer Science
Small Models, Big Tasks: An Exploratory Empirical Study on Small Language Models for Function Calling
Ishan Kavathekar, Raghav Donakanti, Ponnurangam Kumaraguru, Karthik Vaidhyanathan
2025-04-29
Computation and Language · Computer Science
Making Large Language Models Better Data Creators
Dong-Ho Lee, Jay Pujara, Mohit Sewak, Ryen W. White +1
2023-11-01
Computation and Language · Computer Science
Foundation Models for Low-Resource Language Education (Vision Paper)
Zhaojun Ding, Zhengliang Liu, Hanqi Jiang, Yizhu Gao +3
2024-12-09