Title
Protoknowledge Shapes Behaviour of LLMs in Downstream Tasks: Memorization and Generalization with Knowledge Graphs Federico Ranaldi Andrea Zugarini Leonardo Ranaldi Fabio Massimo Zanzotto 16 0 0 21 May 2025
Table-R1: Region-based Reinforcement Learning for Table Understanding Zhenhe Wu Jian Yang Jiaheng Liu Xianjie Wu Changzai Pan Jie Zhang Yu Zhao Shuangyong Song Yongxiang Li Zhoujun Li LMTD LRM 14 0 0 18 May 2025
Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward Han Weng Boyi Liu Yuanfeng Song Dun Zeng Yingxiang Yang Yi Zhan Longjie Cui Xiaoming Yin Yang Sun 14 0 0 18 May 2025
TARGET: Benchmarking Table Retrieval for Generative Tasks Xingyu Ji Parker Glenn Aditya G. Parameswaran Madelon Hulsebos LMTD RALM 56 1 0 14 May 2025
LLMs Get Lost In Multi-Turn Conversation Philippe Laban Hiroaki Hayashi Yingbo Zhou Jennifer Neville 53 3 0 09 May 2025
Griffin: Towards a Graph-Centric Relational Database Foundation Model Yanbo Wang Xiyuan Wang Quan Gan Minjie Wang Qibin Yang David Wipf Muhan Zhang 195 0 0 08 May 2025
Structured Prompting and Feedback-Guided Reasoning with LLMs for Data Interpretation Amit Rath LRM 38 0 0 03 May 2025
VTS-LLM: Domain-Adaptive LLM Agent for Enhancing Awareness in Vessel Traffic Services through Natural Language Sijin Sun Liangbin Zhao Ming Deng Xiuju Fu 33 0 0 02 May 2025
When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator Md Fahim Anjum LRM 36 0 0 30 Apr 2025
Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning Josefa Lia Stoisser Marc Boubnovski Martell Julien Fauqueur LMTD ReLM AI4TS LRM 100 0 0 23 Apr 2025
Think2SQL: Reinforce LLM Reasoning Capabilities for Text2SQL Simone Papicchio Simone Rossi Luca Cagliero Paolo Papotti ReLM LMTD AI4TS LRM 72 1 0 21 Apr 2025
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo João Loula Benjamin LeBrun Li Du Ben Lipkin Clemente Pasti ... Ryan Cotterel Vikash K. Mansinghka Alexander K. Lew Tim Vieira Timothy J. O'Donnell 47 2 0 17 Apr 2025
Xpose: Bi-directional Engineering for Hidden Query Extraction Ahana Pradhan Jayant Haritsa 24 0 0 15 Apr 2025
Alleviating the Fear of Losing Alignment in LLM Fine-tuning Kang Yang Guanhong Tao X. Chen Jun Xu 42 0 0 13 Apr 2025
ELT-Bench: An End-to-End Benchmark for Evaluating AI Agents on ELT Pipelines Tengjun Jin Yuxuan Zhu Daniel Kang LMTD ELM 59 0 0 07 Apr 2025
REFORMER: A ChatGPT-Driven Data Synthesis Framework Elevating Text-to-SQL Models Shenyang Liu Saleh Almohaimeed Liqiang Wang 42 0 0 06 Apr 2025
Sigma: A dataset for text-to-code semantic parsing with statistical analysis Saleh Almohaimeed Shenyang Liu May Alsofyani Saad Almohaimeed Liqiang Wang 50 0 0 05 Apr 2025
CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings Daniil Orel Dilshod Azizov Preslav Nakov DeLMO 60 0 0 17 Mar 2025
Valid Text-to-SQL Generation with Unification-based DeepStochLog Ying Jiao Luc de Raedt G. Marra NAI 45 2 0 17 Mar 2025
HCT-QA: A Benchmark for Question Answering on Human-Centric Tables M. Ahmad Zan Naeem Michaël Aupetit A. Elmagarmid M. Eltabakh Xiasong Ma M. Ouzzani Chaoyi Ruan LMTD 237 0 0 09 Mar 2025
DB-Explore: Automated Database Exploration and Instruction Synthesis for Text-to-SQL Haoyuan Ma Yongliang Shen Hengwei Liu Wenqi Zhang Haolei Xu Qiuying Peng Jun Wang Weiming Lu 54 2 0 06 Mar 2025
Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs Abdelrahman Abouelenin Atabak Ashfaq Adam Atkinson Hany Awadalla Nguyen Bach ... Ishmam Zabir Yunan Zhang Li Zhang Yanzhe Zhang Xiren Zhou MoE SyDa 78 32 0 03 Mar 2025
Selective Prompt Anchoring for Code Generation Yuan Tian Tianyi Zhang 105 3 0 24 Feb 2025
SQLong: Enhanced NL2SQL for Longer Contexts with LLMs Dai Quoc Nguyen Cong Duy Vu Hoang Duy Vu Gioacchino Tangari Thanh Tien Vu Don Dharmasiri Yuan-Fang Li Long Duong 51 0 0 23 Feb 2025
An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data Science Qiuhai Zeng Claire Jin Xinyue Wang Yuhan Zheng Qunhua Li 51 0 0 23 Feb 2025
SR-LLM: Rethinking the Structured Representation in Large Language Model Jiahuan Zhang Tianheng Wang Hanqing Wu Ziyi Huang Yulong Wu Dongbai Chen Linfeng Song Yue Zhang Guozheng Rao Kaicheng Yu 55 1 0 21 Feb 2025
Tabular Embeddings for Tables with Bi-Dimensional Hierarchical Metadata and Nesting Gyanendra Shrestha Chutain Jiang Sai Akula Vivek Yannam Anna Pyayt Michael Gubanov LMTD 102 0 0 20 Feb 2025
How Efficient is LLM-Generated Code? A Rigorous & High-Standard Benchmark Ruizhong Qiu Weiliang Will Zeng Yangqiu Song James Ezick Christopher Lott 95 16 0 20 Feb 2025
SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL Shuai Lyu Haoran Luo Zhonghong Ou Zhonghong Ou Jiangfeng Sun Yang Qin Xiaoran Shang Meina Song Yifan Zhu AI4TS LRM 75 5 0 17 Feb 2025
SAFE-SQL: Self-Augmented In-Context Learning with Fine-grained Example Selection for Text-to-SQL Jimin Lee Ingeol Baek Byeongjeong Kim Hyunkyung Bae Hwanhee Lee 49 1 0 17 Feb 2025
MultiTEND: A Multilingual Benchmark for Natural Language to NoSQL Query Translation Zhiqian Qin Yuanfeng Song Jinwei Lu Yuanwei Song Shuaimin Li Chen Zhang 56 0 0 16 Feb 2025
ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Consensus Enforcement, and Column Exploration Minghang Deng Ashwin Ramachandran Canwen Xu Lanxiang Hu Zhewei Yao Anupam Datta Hao Zhang LMTD 141 1 0 02 Feb 2025
SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task Ziije Zhong Linqing Zhong Zhaoze Sun Qingyun Jin Zengchang Qin Xiaofan Zhang 67 7 0 28 Jan 2025
Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL Yeounoh Chung Gaurav Tarlok Kakkar Yu Gan Brenton Milne Fatma Ozcan RALM 71 5 0 21 Jan 2025
NL2KQL: From Natural Language to Kusto Query Amir H. Abdi Xinye Tang Jeremias Eichelbaum Mahan Das Alex Klein ... William Blum Daniel L Mace Tanvi Raja Namrata Padmanabhan Ye Xing 79 2 0 20 Jan 2025
Confidence Estimation for Error Detection in Text-to-SQL Systems Oleg Somov Elena Tutubalina 53 1 0 17 Jan 2025
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text Ali Al-Lawati Jason Lucas Prasenjit Mitra LMTD 53 0 0 06 Jan 2025
Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets Vatsal Gupta Pranshu Pandya Tushar Kataria Vivek Gupta Dan Roth AAML 69 1 0 03 Jan 2025
EzSQL: An SQL intermediate representation for improving SQL-to-text Generation Meher Bhardwaj Hrishikesh Ethari Dennis Singh Moirangthem AI4TS 84 0 0 28 Nov 2024
Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows Fangyu Lei Jixuan Chen Yuxiao Ye Ruisheng Cao Dongchan Shin ... Caiming Xiong Ruoxi Sun Qian Liu Sida I. Wang Tao Yu LMTD 90 21 0 12 Nov 2024
Towards Optimizing SQL Generation via LLM Routing Mohammadhossein Malekpour Nour Shaheen Foutse Khomh Amine Mhedhbi AI4TS 33 2 0 06 Nov 2024
Grounding Natural Language to SQL Translation with Data-Based Self-Explanations Yuankai Fan Tonghui Ren Can Huang Zhenying He Xinyu Wang LRM 50 1 0 05 Nov 2024
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation S. Gorti Ilan Gofman Zhaoyan Liu Jiapeng Wu Noël Vouitsis Guangwei Yu Jesse C. Cresswell Rasa Hosseinzadeh SyDa 60 7 0 16 Oct 2024
Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data Seiji Maekawa Hayate Iso Nikita Bhutani RALM 110 1 0 15 Oct 2024
Parameter-Efficient Fine-Tuning of State Space Models Kevin Galim Wonjun Kang Yuchen Zeng H. Koo Kangwook Lee 36 4 0 11 Oct 2024
Accurate and Regret-aware Numerical Problem Solver for Tabular Question Answering Yuxiang Wang Jianzhong Qi Junhao Gan LMTD 58 2 0 10 Oct 2024
Rodimus*: Breaking the Accuracy-Efficiency Trade-Off with Efficient Attentions Zhihao He Hang Yu Zi Gong Shizhan Liu Jia-Nan Li Weiyao Lin VLM 40 1 0 09 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 36 0 0 04 Oct 2024
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems Ali Mohammadjafari Anthony Maida Raju N. Gottumukkala AI4TS 51 5 0 01 Oct 2024
Enhancing Text-to-SQL Capabilities of Large Language Models via Domain Database Knowledge Injection Xingyu Ma Xin Tian Lingxiang Wu Xuepeng Wang Xueming Tang Jinqiao Wang 54 0 0 24 Sep 2024