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SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models

Annual Meeting of the Association for Computational Linguistics (ACL), 2024

16 August 2024

Papers citing "SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models"

35 / 35 papers shown

Title
LLM Routing with Dueling Feedback Chao-Kai Chiang Takashi Ishida Masashi Sugiyama 72 0 0 01 Oct 2025
CoE-Ops: Collaboration of LLM-based Experts for AIOps Question-Answering Jinkun Zhao Yuanshuai Wang X. Zhang Ruibo Chen Xingchuang Liao Junle Wang Lei Huang Kui Zhang Wenjun Wu 116 0 0 25 Jul 2025
ECORE: Energy-Conscious Optimized Routing for Deep Learning Models at the Edge Daghash K. Alqahtani M. A. Rodriguez Muhammad Aamir Cheema Hamid Rezatofighi Adel N. Toosi 96 0 0 08 Jul 2025
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Zhijun Chen Jingzheng Li Pengpeng Chen Zhuoran Li Kai Sun ... Likang Xiao Dingqi Yang Yikun Ban Hailong Sun Philip S. Yu ELM 452 63 0 25 Feb 2025
Brief analysis of DeepSeek R1 and its implications for Generative AI Sarah Mercer Samuel Spillard Daniel P. Martin 439 29 0 04 Feb 2025
Multi-Agent Collaboration Mechanisms: A Survey of LLMs Khanh-Tung Tran Dung Dao Minh-Duong Nguyen Quoc-Viet Pham Barry O'Sullivan Hoang D. Nguyen LLMAG 265 211 0 10 Jan 2025
Software Performance Engineering for Foundation Model-Powered Software (FMware) Haoxiang Zhang Shi Chang Arthur Leung Kishanthan Thangarajah Boyuan Chen Hanan Lutfiyya Ahmed E. Hassan 552 2 0 14 Nov 2024
SLM Meets LLM: Balancing Latency, Interpretability and Consistency in Hallucination Detection Mengya Hu Rui Xu Deren Lei Yaxi Li Mingyu Wang Emily Ching Eslam Kamal Alex Deng 134 6 0 22 Aug 2024
Confidence-aware Contrastive Learning for Selective ClassificationInternational Conference on Machine Learning (ICML), 2024 Yu-Chang Wu Shen-Huan Lyu Haopu Shang Xiangyu Wang Chao Qian 118 5 0 07 Jun 2024
Harnessing the Power of Multiple Minds: Lessons Learned from LLM Routing KV Aditya Srivatsa Kaushal Kumar Maurya Ekaterina Kochmar 190 30 0 01 May 2024
Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing Dujian Ding Ankur Mallick Chi Wang Robert Sim Subhabrata Mukherjee Victor Rühle L. Lakshmanan Ahmed Hassan Awadallah 303 172 0 22 Apr 2024
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone Marah Abdin Sam Ade Jacobs A. A. Awan J. Aneja Ahmed Hassan Awadallah ... Li Zhang Yi Zhang Yue Zhang Yunan Zhang Xiren Zhou LRM ALM 469 1,811 0 22 Apr 2024
Is There a One-Model-Fits-All Approach to Information Extraction? Revisiting Task Definition Biases Wenhao Huang Qi He Zhixu Li Jiaqing Liang Yanghua Xiao 146 2 0 25 Mar 2024
What Makes Math Word Problems Challenging for LLMs? KV Aditya Srivatsa Ekaterina Kochmar 198 23 0 17 Mar 2024
Predicting Question-Answering Performance of Large Language Models through Semantic ConsistencyIEEE Games Entertainment Media Conference (IEEE GEM), 2023 Ella Rabinovich Samuel Ackerman Orna Raz E. Farchi Ateret Anaby-Tavor 493 30 0 02 Nov 2023
Tree Prompting: Efficient Task Adaptation without Fine-TuningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 John X. Morris Chandan Singh Alexander M. Rush Jianfeng Gao Yuntian Deng VLM LRM 194 19 0 21 Oct 2023
Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formattingInternational Conference on Learning Representations (ICLR), 2023 Melanie Sclar Yejin Choi Yulia Tsvetkov Alane Suhr 201 520 0 17 Oct 2023
Large Language Model Routing with Benchmark Datasets Tal Shnitzer Anthony Ou Mírian Silva Kate Soule Yuekai Sun Justin Solomon Neil Thompson Mikhail Yurochkin RALM 245 105 0 27 Sep 2023
Chain of Thought Prompting Elicits Knowledge AugmentationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Di Wu Jing Zhang Xinmei Huang LRM 171 43 0 04 Jul 2023
LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative FusionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Dongfu Jiang Xiang Ren Bill Yuchen Lin ELM 301 467 0 05 Jun 2023
Sentiment Analysis in the Era of Large Language Models: A Reality Check Wenxuan Zhang Yue Deng Bing-Quan Liu Sinno Jialin Pan Lidong Bing AI4MH 185 442 0 24 May 2023
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 997 1,046 0 22 Nov 2022
Evaluating the Factual Consistency of Large Language Models Through News SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Derek Tam Anisha Mascarenhas Shiyue Zhang Sarah Kwan Joey Tianyi Zhou Colin Raffel HILM 229 125 0 15 Nov 2022
Large Language Models are Zero-Shot ReasonersNeural Information Processing Systems (NeurIPS), 2022 Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 1.3K 5,855 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language ModelsInternational Conference on Learning Representations (ICLR), 2022 Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 1.5K 5,245 0 21 Mar 2022
SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Mathieu Ravaut Shafiq Joty Nancy F. Chen MoE 127 111 0 13 Mar 2022
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 940 6,512 0 27 Oct 2021
SimCLS: A Simple Framework for Contrastive Learning of Abstractive SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Yixin Liu Peng Liu AILaw 163 275 0 03 Jun 2021
Are NLP Models really able to Solve Simple Math Word Problems?North American Chapter of the Association for Computational Linguistics (NAACL), 2021 Arkil Patel S. Bhattamishra Navin Goyal ReLM LRM 286 1,034 0 12 Mar 2021
Measuring Massive Multitask Language UnderstandingInternational Conference on Learning Representations (ICLR), 2020 Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika Basel Alomair Jacob Steinhardt ELM RALM 1.2K 6,264 0 07 Sep 2020
Language Models are Few-Shot LearnersNeural Information Processing Systems (NeurIPS), 2020 Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 1.9K 51,003 0 28 May 2020
Fast Structured Decoding for Sequence ModelsNeural Information Processing Systems (NeurIPS), 2019 Zhiqing Sun Zhuohan Li Haoqing Wang Zi Lin Di He Zhihong Deng 207 128 0 25 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 2.1K 27,431 0 26 Jul 2019
Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning S. Raschka 266 938 0 13 Nov 2018
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 1.2K 3,240 0 09 May 2017