Menglin Xia

According to our database, Menglin Xia authored at least 23 papers between 2016 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Budget-Aware Agentic Routing via Boundary-Guided Training.

Caiqi Zhang, Menglin Xia, Xuchao Zhang, Daniel Madrigal, Ankur Mallick, Samuel Kessler, Victor Rühle, Saravan Rajmohan

CoRR, February, 2026

Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity.

Menglin Xia, Xuchao Zhang, Shantanu Dixit, Paramaguru Harimurugan, Rujia Wang, Victor Rühle, Robert Sim, Chetan Bansal, Saravan Rajmohan

CoRR, February, 2026

2025

Towards Active Synthetic Data Generation for Finetuning Language Models.

Samuel Kessler, Menglin Xia, Daniel Madrigal Díaz, Dongge Han, Helia Heshemi, Saravan Rajmohan, Victor Rühle, Jordan T. Ash

CoRR, December, 2025

Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search.

Dongge Han, Menglin Xia, Daniel Madrigal Díaz, Samuel Kessler, Ankur Mallick, Xuchao Zhang, Mirian del Carmen Hipolito Garcia, Jin Xu, Victor Rühle, Saravan Rajmohan

CoRR, June, 2025

Permissive Information-Flow Analysis for Large Language Models.

Shoaib Ahmed Siddiqui, Radhika Gaonkar, Boris Köpf, David Krueger, Andrew Paverd, Ahmed Salem, Shruti Tople, Lukas Wutschitz, Menglin Xia, Santiago Zanella-Béguelin

Trans. Mach. Learn. Res., 2025

Minerva: A Programmable Memory Test Benchmark for Language Models.

Menglin Xia, Victor Rühle, Saravan Rajmohan, Reza Shokri

Proceedings of the Forty-second International Conference on Machine Learning, 2025

BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute.

Dujian Ding, Ankur Mallick, Shaokun Zhang, Chi Wang, Daniel Madrigal, Mirian del Carmen Hipolito Garcia, Menglin Xia, Laks V. S. Lakshmanan, Qingyun Wu, Victor Rühle

Proceedings of the Forty-second International Conference on Machine Learning, 2025

On Evaluating LLMs' Capabilities as Functional Approximators: A Bayesian Evaluation Framework.

Shoaib Ahmed Siddiqui, Yanzhi Chen, Juyeon Heo, Menglin Xia, Adrian Weller

Proceedings of the 31st International Conference on Computational Linguistics, 2025

TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning.

Shivam Shandilya, Menglin Xia, Supriyo Ghosh, Huiqiang Jiang, Jue Zhang, Qianhui Wu, Victor Rühle, Saravan Rajmohan

Proceedings of the Findings of the Association for Computational Linguistics, 2025

2024

EcoAct: Economic Agent Determines When to Register What Action.

Shaokun Zhang, Jieyu Zhang, Dujian Ding, Mirian Hipolito Garcia, Ankur Mallick, Daniel Madrigal, Menglin Xia, Victor Rühle, Qingyun Wu, Chi Wang

CoRR, 2024

On Evaluating LLMs' Capabilities as Functional Approximators: A Bayesian Perspective.

Shoaib Ahmed Siddiqui, Yanzhi Chen, Juyeon Heo, Menglin Xia, Adrian Weller

CoRR, 2024

TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning.

Shivam Shandilya, Menglin Xia, Supriyo Ghosh, Huiqiang Jiang, Jue Zhang, Qianhui Wu, Victor Rühle

CoRR, 2024

Hybrid-RACA: Hybrid Retrieval-Augmented Composition Assistance for Real-time Text Prediction.

Menglin Xia, Xuchao Zhang, Camille Couturier, Guoqing Zheng, Saravan Rajmohan, Victor Rühle

Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: EMNLP 2024, 2024

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression.

Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin, Victor Rühle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang

Proceedings of the Findings of the Association for Computational Linguistics, 2024

2023

Unlocking Spatial Comprehension in Text-to-Image Diffusion Models.

Mohammad Mahdi Derakhshani, Menglin Xia, Harkirat Behl, Cees G. M. Snoek, Victor Rühle

CoRR, 2023

Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective.

Lukas Wutschitz, Boris Köpf, Andrew Paverd, Saravan Rajmohan, Ahmed Salem, Shruti Tople, Santiago Zanella-Béguelin, Menglin Xia, Victor Rühle

CoRR, 2023

Hybrid Retrieval-Augmented Generation for Real-time Composition Assistance.

Xuchao Zhang, Menglin Xia, Camille Couturier, Guoqing Zheng, Saravan Rajmohan, Victor Rühle

CoRR, 2023

2021

Framework for Accounting Reference Levels for REDD+ in Tropical Forests: Case Study from Xishuangbanna, China.

Guifang Liu, Yafei Feng, Menglin Xia, Heli Lu, Ruimin Guan, Kazuhiro Harada, Chuanrong Zhang

Remote. Sens., 2021

Multilingual Neural Semantic Parsing for Low-Resourced Languages.

Menglin Xia, Emilio Monti

Proceedings of *SEM 2021: The Tenth Joint Conference on Lexical and Computational Semantics, 2021

2020

Generating Semantically Valid Adversarial Questions for TableQA.

Yi Zhu, Menglin Xia, Yiwei Zhou

CoRR, 2020

2019

Text readability and summarisation for non-native reading comprehension.

Menglin Xia

PhD thesis, 2019

Automatic learner summary assessment for reading comprehension.

Menglin Xia, Ekaterina Kochmar, Ted Briscoe

Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2019

2016

Text Readability Assessment for Second Language Learners.

Menglin Xia, Ekaterina Kochmar, Ted Briscoe

Proceedings of the 11th Workshop on Innovative Use of NLP for Building Educational Applications, 2016