Menglin Xia

30 papers A* 2B 1Journal 20Unranked 6
YearRankTypeTitle / Venue / Authors
2026 J jnl
Budget-Aware Agentic Routing via Boundary-Guided Training.
CoRR
Caiqi Zhang, Menglin Xia, Xuchao Zhang, Daniel Madrigal, Ankur Mallick, Samuel Kessler, Victor Rühle, Saravan Rajmohan
2026 J jnl
Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity.
CoRR
Menglin Xia, Xuchao Zhang, Shantanu Dixit, Paramaguru Harimurugan, Rujia Wang, Victor Rühle, Robert Sim, Chetan Bansal, Saravan Rajmohan
2025 A* conf
BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute.
ICML
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
2025 J jnl
BEST-Route: Adaptive LLM Routing with Test-Time Optimal Compute.
CoRR
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
2025 J jnl
Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search.
CoRR
Dongge Han, Menglin Xia, Daniel Madrigal Díaz, Samuel Kessler, Ankur Mallick, Xuchao Zhang, Mirian del Carmen Hipolito Garcia, Jin Xu, Victor Rühle, Saravan Rajmohan
2025 A* conf
Minerva: A Programmable Memory Test Benchmark for Language Models.
ICML
Menglin Xia, Victor Rühle, Saravan Rajmohan, Reza Shokri
2025 J jnl
Minerva: A Programmable Memory Test Benchmark for Language Models.
CoRR
Menglin Xia, Victor Rühle, Saravan Rajmohan, Reza Shokri
2025 B conf
On Evaluating LLMs' Capabilities as Functional Approximators: A Bayesian Evaluation Framework.
COLING
Shoaib Ahmed Siddiqui, Yanzhi Chen, Juyeon Heo, Menglin Xia, Adrian Weller
2025 J jnl
Permissive Information-Flow Analysis for Large Language Models.
Trans. Mach. Learn. Res.
Shoaib Ahmed Siddiqui, Radhika Gaonkar, Boris Köpf, David Krueger, Andrew Paverd, Ahmed Salem, Shruti Tople, Lukas Wutschitz, Menglin Xia, Santiago Zanella-Béguelin
2025 — conf
TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning.
ACL (Findings)
Shivam Shandilya, Menglin Xia, Supriyo Ghosh, Huiqiang Jiang, Jue Zhang, Qianhui Wu, Victor Rühle, Saravan Rajmohan
2025 J jnl
Towards Active Synthetic Data Generation for Finetuning Language Models.
CoRR
Samuel Kessler, Menglin Xia, Daniel Madrigal Díaz, Dongge Han, Helia Heshemi, Saravan Rajmohan, Victor Rühle, Jordan T. Ash
2024 J jnl
EcoAct: Economic Agent Determines When to Register What Action.
CoRR
Shaokun Zhang, Jieyu Zhang, Dujian Ding, Mirian Hipolito Garcia, Ankur Mallick, Daniel Madrigal, Menglin Xia, Victor Rühle, Qingyun Wu, Chi Wang
2024 — conf
Hybrid-RACA: Hybrid Retrieval-Augmented Composition Assistance for Real-time Text Prediction.
EMNLP (Industry Track)
Menglin Xia, Xuchao Zhang, Camille Couturier, Guoqing Zheng, Saravan Rajmohan, Victor Rühle
2024 — conf
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression.
ACL (Findings)
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
2024 J jnl
LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression.
CoRR
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
2024 J jnl
On Evaluating LLMs' Capabilities as Functional Approximators: A Bayesian Perspective.
CoRR
Shoaib Ahmed Siddiqui, Yanzhi Chen, Juyeon Heo, Menglin Xia, Adrian Weller
2024 J jnl
Permissive Information-Flow Analysis for Large Language Models.
CoRR
Shoaib Ahmed Siddiqui, Radhika Gaonkar, Boris Köpf, David Krueger, Andrew Paverd, Ahmed Salem, Shruti Tople, Lukas Wutschitz, Menglin Xia, Santiago Zanella-Béguelin
2024 J jnl
TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning.
CoRR
Shivam Shandilya, Menglin Xia, Supriyo Ghosh, Huiqiang Jiang, Jue Zhang, Qianhui Wu, Victor Rühle
2023 J jnl
Hybrid Retrieval-Augmented Generation for Real-time Composition Assistance.
CoRR
Xuchao Zhang, Menglin Xia, Camille Couturier, Guoqing Zheng, Saravan Rajmohan, Victor Rühle
2023 J jnl
Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective.
CoRR
Lukas Wutschitz, Boris Köpf, Andrew Paverd, Saravan Rajmohan, Ahmed Salem, Shruti Tople, Santiago Zanella-Béguelin, Menglin Xia, Victor Rühle
2023 J jnl
Unlocking Spatial Comprehension in Text-to-Image Diffusion Models.
CoRR
Mohammad Mahdi Derakhshani, Menglin Xia, Harkirat Behl, Cees G. M. Snoek, Victor Rühle
2021 J jnl
Framework for Accounting Reference Levels for REDD+ in Tropical Forests: Case Study from Xishuangbanna, China.
Remote. Sens.
Guifang Liu, Yafei Feng, Menglin Xia, Heli Lu, Ruimin Guan, Kazuhiro Harada, Chuanrong Zhang
2021 — conf
Multilingual Neural Semantic Parsing for Low-Resourced Languages.
*SEM
Menglin Xia, Emilio Monti
2021 J jnl
Multilingual Neural Semantic Parsing for Low-Resourced Languages.
CoRR
Menglin Xia, Emilio Monti
2020 J jnl
Generating Semantically Valid Adversarial Questions for TableQA.
CoRR
Yi Zhu, Menglin Xia, Yiwei Zhou
2019 — conf
Automatic learner summary assessment for reading comprehension.
NAACL-HLT (1)
Menglin Xia, Ekaterina Kochmar, Ted Briscoe
2019 J jnl
Automatic learner summary assessment for reading comprehension.
CoRR
Menglin Xia, Ekaterina Kochmar, Ted Briscoe
2019 J jnl
Text Readability Assessment for Second Language Learners.
CoRR
Menglin Xia, Ekaterina Kochmar, Ted Briscoe
2019 — —
Text readability and summarisation for non-native reading comprehension.
Menglin Xia
2016 — conf
Text Readability Assessment for Second Language Learners.
BEA@NAACL-HLT
Menglin Xia, Ekaterina Kochmar, Ted Briscoe