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@arXiv_csCL_bot@mastoxiv.page
2026-03-31 11:12:48

Replaced article(s) found for cs.CL. arxiv.org/list/cs.CL/new
[2/5]:
- POTSA: A Cross-Lingual Speech Alignment Framework for Speech-to-Text Translation
Li, Cui, Wang, Ge, Huang, Li, Peng, Lu, Tashi, Wang, Dang
arxiv.org/abs/2511.09232 mastoxiv.page/@arXiv_csCL_bot/
- Beyond Elicitation: Provision-based Prompt Optimization for Knowledge-Intensive Tasks
Yunzhe Xu, Zhuosheng Zhang, Zhe Liu
arxiv.org/abs/2511.10465 mastoxiv.page/@arXiv_csCL_bot/
- $\pi$-Attention: Periodic Sparse Transformers for Efficient Long-Context Modeling
Dong Liu, Yanxuan Yu
arxiv.org/abs/2511.10696 mastoxiv.page/@arXiv_csCL_bot/
- Based on Data Balancing and Model Improvement for Multi-Label Sentiment Classification Performanc...
Zijin Su, Huanzhu Lyu, Yuren Niu, Yiming Liu
arxiv.org/abs/2511.14073 mastoxiv.page/@arXiv_csCL_bot/
- HEAD-QA v2: Expanding a Healthcare Benchmark for Reasoning
Alexis Correa-Guill\'en, Carlos G\'omez-Rodr\'iguez, David Vilares
arxiv.org/abs/2511.15355 mastoxiv.page/@arXiv_csCL_bot/
- Towards Hyper-Efficient RAG Systems in VecDBs: Distributed Parallel Multi-Resolution Vector Search
Dong Liu, Yanxuan Yu
arxiv.org/abs/2511.16681 mastoxiv.page/@arXiv_csCL_bot/
- Estonian WinoGrande Dataset: Comparative Analysis of LLM Performance on Human and Machine Transla...
Marii Ojastu, Hele-Andra Kuulmets, Aleksei Dorkin, Marika Borovikova, Dage S\"arg, Kairit Sirts
arxiv.org/abs/2511.17290 mastoxiv.page/@arXiv_csCL_bot/
- A Systematic Study of In-the-Wild Model Merging for Large Language Models
O\u{g}uz Ka\u{g}an Hitit, Leander Girrbach, Zeynep Akata
arxiv.org/abs/2511.21437 mastoxiv.page/@arXiv_csCL_bot/
- CREST: Universal Safety Guardrails Through Cluster-Guided Cross-Lingual Transfer
Lavish Bansal, Naman Mishra
arxiv.org/abs/2512.02711 mastoxiv.page/@arXiv_csCL_bot/
- Multilingual Medical Reasoning for Question Answering with Large Language Models
Pietro Ferrazzi, Aitor Soroa, Rodrigo Agerri
arxiv.org/abs/2512.05658 mastoxiv.page/@arXiv_csCL_bot/
- OnCoCo 1.0: A Public Dataset for Fine-Grained Message Classification in Online Counseling Convers...
Albrecht, Lehmann, Poltermann, Rudolph, Steigerwald, Stieler
arxiv.org/abs/2512.09804 mastoxiv.page/@arXiv_csCL_bot/
- Does Tone Change the Answer? Evaluating Prompt Politeness Effects on Modern LLMs: GPT, Gemini, an...
Hanyu Cai, Binqi Shen, Lier Jin, Lan Hu, Xiaojing Fan
arxiv.org/abs/2512.12812 mastoxiv.page/@arXiv_csCL_bot/
- Beg to Differ: Understanding Reasoning-Answer Misalignment Across Languages
Ovalle, Ross, Ruder, Williams, Ullrich, Ibrahim, Sagun
arxiv.org/abs/2512.22712 mastoxiv.page/@arXiv_csCL_bot/
- Activation Steering for Masked Diffusion Language Models
Adi Shnaidman, Erin Feiglin, Osher Yaari, Efrat Mentel, Amit Levi, Raz Lapid
arxiv.org/abs/2512.24143 mastoxiv.page/@arXiv_csCL_bot/
- JMedEthicBench: A Multi-Turn Conversational Benchmark for Evaluating Medical Safety in Japanese L...
Liu, Li, Niu, Zhang, Xun, Hou, Wang, Iwasawa, Matsuo, Hatakeyama-Sato
arxiv.org/abs/2601.01627 mastoxiv.page/@arXiv_csCL_bot/
- FACTUM: Mechanistic Detection of Citation Hallucination in Long-Form RAG
Dassen, Kotula, Murray, Yates, Lawrie, Kayi, Mayfield, Duh
arxiv.org/abs/2601.05866 mastoxiv.page/@arXiv_csCL_bot/
- {\dag}DAGGER: Distractor-Aware Graph Generation for Executable Reasoning in Math Problems
Zabir Al Nazi, Shubhashis Roy Dipta, Sudipta Kar
arxiv.org/abs/2601.06853 mastoxiv.page/@arXiv_csCL_bot/
- Symphonym: Universal Phonetic Embeddings for Cross-Script Name Matching
Stephen Gadd
arxiv.org/abs/2601.06932 mastoxiv.page/@arXiv_csCL_bot/
- LLMs versus the Halting Problem: Revisiting Program Termination Prediction
Sultan, Armengol-Estape, Kesseli, Vanegue, Shahaf, Adi, O'Hearn
arxiv.org/abs/2601.18987 mastoxiv.page/@arXiv_csCL_bot/
- MuVaC: A Variational Causal Framework for Multimodal Sarcasm Understanding in Dialogues
Diandian Guo, Fangfang Yuan, Cong Cao, Xixun Lin, Chuan Zhou, Hao Peng, Yanan Cao, Yanbing Liu
arxiv.org/abs/2601.20451 mastoxiv.page/@arXiv_csCL_bot/
toXiv_bot_toot

@arXiv_csCL_bot@mastoxiv.page
2026-03-31 11:12:28

Replaced article(s) found for cs.CL. arxiv.org/list/cs.CL/new
[1/5]:
- Beyond In-Distribution Success: Scaling Curves of CoT Granularity for Language Model Generalization
Ru Wang, Wei Huang, Selena Song, Haoyu Zhang, Qian Niu, Yusuke Iwasawa, Yutaka Matsuo, Jiaxian Guo
arxiv.org/abs/2502.18273 mastoxiv.page/@arXiv_csCL_bot/
- Benchmarking NLP-supported Language Sample Analysis for Swiss Children's Speech
Anja Ryser, Yingqiang Gao, Sarah Ebling
arxiv.org/abs/2504.00780 mastoxiv.page/@arXiv_csCL_bot/
- Cultural Biases of Large Language Models and Humans in Historical Interpretation
Fabio Celli, Georgios Spathulas
arxiv.org/abs/2504.02572 mastoxiv.page/@arXiv_csCL_bot/
- BRIDGE: Benchmarking Large Language Models for Understanding Real-world Clinical Practice Text
Jiageng Wu, et al.
arxiv.org/abs/2504.19467 mastoxiv.page/@arXiv_csCL_bot/
- Understanding the Anchoring Effect of LLM with Synthetic Data: Existence, Mechanism, and Potentia...
Yiming Huang, Biquan Bie, Zuqiu Na, Weilin Ruan, Songxin Lei, Yutao Yue, Xinlei He
arxiv.org/abs/2505.15392 mastoxiv.page/@arXiv_csCL_bot/
- Just as Humans Need Vaccines, So Do Models: Model Immunization to Combat Falsehoods
Raza, Qureshi, Farooq, Lotif, Chadha, Pandya, Emmanouilidis
arxiv.org/abs/2505.17870 mastoxiv.page/@arXiv_csCL_bot/
- LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops
Fu, Jiang, Hong, Li, Guo, Yang, Chen, Zhang
arxiv.org/abs/2506.14493 mastoxiv.page/@arXiv_csCL_bot/
- GHTM: A Graph-based Hybrid Topic Modeling Approach with a Benchmark Dataset for the Low-Resource ...
Farhana Haque, Md. Abdur Rahman, Sumon Ahmed
arxiv.org/abs/2508.00605 mastoxiv.page/@arXiv_csCL_bot/
- Link Prediction for Event Logs in the Process Industry
Anastasia Zhukova, Thomas Walton, Christian E. Lobm\"uller, Bela Gipp
arxiv.org/abs/2508.09096 mastoxiv.page/@arXiv_csCL_bot/
- AirQA: A Comprehensive QA Dataset for AI Research with Instance-Level Evaluation
Huang, Cao, Zhang, Kang, Wang, Wang, Luo, Zheng, Qian, Chen, Yu
arxiv.org/abs/2509.16952 mastoxiv.page/@arXiv_csCL_bot/
- Multi-View Attention Multiple-Instance Learning Enhanced by LLM Reasoning for Cognitive Distortio...
Jun Seo Kim, Hyemi Kim, Woo Joo Oh, Hongjin Cho, Hochul Lee, Hye Hyeon Kim
arxiv.org/abs/2509.17292 mastoxiv.page/@arXiv_csCL_bot/
- Dual-Space Smoothness for Robust and Balanced LLM Unlearning
Han Yan, Zheyuan Liu, Meng Jiang
arxiv.org/abs/2509.23362 mastoxiv.page/@arXiv_csCL_bot/
- The Rise of AfricaNLP: Contributions, Contributors, Community Impact, and Bibliometric Analysis
Tadesse Destaw Belay, et al.
arxiv.org/abs/2509.25477 mastoxiv.page/@arXiv_csCL_bot/
- Open ASR Leaderboard: Towards Reproducible and Transparent Multilingual and Long-Form Speech Reco...
Srivastav, Zheng, Bezzam, Le Bihan, Koluguri, \.Zelasko, Majumdar, Moumen, Gandhi
arxiv.org/abs/2510.06961 mastoxiv.page/@arXiv_csCL_bot/
- Neuron-Level Analysis of Cultural Understanding in Large Language Models
Taisei Yamamoto, Ryoma Kumon, Danushka Bollegala, Hitomi Yanaka
arxiv.org/abs/2510.08284 mastoxiv.page/@arXiv_csCL_bot/
- CLMN: Concept based Language Models via Neural Symbolic Reasoning
Yibo Yang
arxiv.org/abs/2510.10063 mastoxiv.page/@arXiv_csCL_bot/
- Schema for In-Context Learning
Chen, Chen, Wang, Leong, Fung, Bernales, Aspuru-Guzik
arxiv.org/abs/2510.13905 mastoxiv.page/@arXiv_csCL_bot/
- Evaluating Latent Knowledge of Public Tabular Datasets in Large Language Models
Matteo Silvestri, Fabiano Veglianti, Flavio Giorgi, Fabrizio Silvestri, Gabriele Tolomei
arxiv.org/abs/2510.20351 mastoxiv.page/@arXiv_csCL_bot/
- LuxIT: A Luxembourgish Instruction Tuning Dataset from Monolingual Seed Data
Julian Valline, Cedric Lothritz, Siwen Guo, Jordi Cabot
arxiv.org/abs/2510.24434 mastoxiv.page/@arXiv_csCL_bot/
- Surfacing Subtle Stereotypes: A Multilingual, Debate-Oriented Evaluation of Modern LLMs
Muhammed Saeed, Muhammad Abdul-mageed, Shady Shehata
arxiv.org/abs/2511.01187 mastoxiv.page/@arXiv_csCL_bot/
toXiv_bot_toot

@arXiv_csCL_bot@mastoxiv.page
2026-03-31 11:13:03

Replaced article(s) found for cs.CL. arxiv.org/list/cs.CL/new
[4/5]:
- Retrieving Climate Change Disinformation by Narrative
Upravitelev, Solopova, Jakob, Sahitaj, M\"oller, Schmitt
arxiv.org/abs/2603.22015 mastoxiv.page/@arXiv_csCL_bot/
- PaperVoyager : Building Interactive Web with Visual Language Models
Dasen Dai, Biao Wu, Meng Fang, Wenhao Wang
arxiv.org/abs/2603.22999 mastoxiv.page/@arXiv_csCL_bot/
- Continual Robot Skill and Task Learning via Dialogue
Weiwei Gu, Suresh Kondepudi, Anmol Gupta, Lixiao Huang, Nakul Gopalan
arxiv.org/abs/2409.03166 mastoxiv.page/@arXiv_csRO_bot/
- Shifting Perspectives: Steering Vectors for Robust Bias Mitigation in LLMs
Zara Siddique, Irtaza Khalid, Liam D. Turner, Luis Espinosa-Anke
arxiv.org/abs/2503.05371 mastoxiv.page/@arXiv_csLG_bot/
- SkillFlow: Scalable and Efficient Agent Skill Retrieval System
Fangzhou Li, Pagkratios Tagkopoulos, Ilias Tagkopoulos
arxiv.org/abs/2504.06188 mastoxiv.page/@arXiv_csAI_bot/
- Large Language Models for Computer-Aided Design: A Survey
Licheng Zhang, Bach Le, Naveed Akhtar, Siew-Kei Lam, Tuan Ngo
arxiv.org/abs/2505.08137 mastoxiv.page/@arXiv_csLG_bot/
- Structured Agent Distillation for Large Language Model
Liu, Kong, Dong, Yang, Li, Tang, Yuan, Niu, Zhang, Zhao, Lin, Huang, Wang
arxiv.org/abs/2505.13820 mastoxiv.page/@arXiv_csLG_bot/
- VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction
Fan, Zhang, Li, Zhang, Chen, Hu, Wang, Qu, Zhou, Wang, Yan, Xu, Theiss, Chen, Li, Tu, Wang, Ranjan
arxiv.org/abs/2505.20279 mastoxiv.page/@arXiv_csCV_bot/
- Learning to Diagnose Privately: DP-Powered LLMs for Radiology Report Classification
Bhattacharjee, Tian, Rubin, Lo, Merchant, Hanson, Gounley, Tandon
arxiv.org/abs/2506.04450 mastoxiv.page/@arXiv_csCR_bot/
- L-MARS: Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search
Ziqi Wang, Boqin Yuan
arxiv.org/abs/2509.00761 mastoxiv.page/@arXiv_csAI_bot/
- Your Models Have Thought Enough: Training Large Reasoning Models to Stop Overthinking
Han, Huang, Liao, Jiang, Lu, Zhao, Wang, Zhou, Jiang, Liang, Zhou, Sun, Yu, Xiao
arxiv.org/abs/2509.23392 mastoxiv.page/@arXiv_csAI_bot/
- Person-Centric Annotations of LAION-400M: Auditing Bias and Its Transfer to Models
Leander Girrbach, Stephan Alaniz, Genevieve Smith, Trevor Darrell, Zeynep Akata
arxiv.org/abs/2510.03721 mastoxiv.page/@arXiv_csCV_bot/
- Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models
Zhang, Hu, Upasani, Ma, Hong, Kamanuru, Rainton, Wu, Ji, Li, Thakker, Zou, Olukotun
arxiv.org/abs/2510.04618 mastoxiv.page/@arXiv_csLG_bot/
- Mitigating Premature Exploitation in Particle-based Monte Carlo for Inference-Time Scaling
Giannone, Xu, Nayak, Awhad, Sudalairaj, Xu, Srivastava
arxiv.org/abs/2510.05825 mastoxiv.page/@arXiv_csLG_bot/
- Complete asymptotic type-token relationship for growing complex systems with inverse power-law co...
Pablo Rosillo-Rodes, Laurent H\'ebert-Dufresne, Peter Sheridan Dodds
arxiv.org/abs/2511.02069 mastoxiv.page/@arXiv_physicsso
- ViPRA: Video Prediction for Robot Actions
Sandeep Routray, Hengkai Pan, Unnat Jain, Shikhar Bahl, Deepak Pathak
arxiv.org/abs/2511.07732 mastoxiv.page/@arXiv_csRO_bot/
- AISAC: An Integrated multi-agent System for Transparent, Retrieval-Grounded Scientific Assistance
Chandrachur Bhattacharya, Sibendu Som
arxiv.org/abs/2511.14043
- VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
Yufei Yin, Qianke Meng, Minghao Chen, Jiajun Ding, Zhenwei Shao, Zhou Yu
arxiv.org/abs/2512.12360 mastoxiv.page/@arXiv_csCV_bot/
- RadImageNet-VQA: A Large-Scale CT and MRI Dataset for Radiologic Visual Question Answering
L\'eo Butsanets, Charles Corbi\`ere, Julien Khlaut, Pierre Manceron, Corentin Dancette
arxiv.org/abs/2512.17396 mastoxiv.page/@arXiv_csCV_bot/
- Measuring all the noises of LLM Evals
Sida Wang
arxiv.org/abs/2512.21326 mastoxiv.page/@arXiv_csLG_bot/
toXiv_bot_toot

@arXiv_csCL_bot@mastoxiv.page
2026-03-31 11:12:53

Replaced article(s) found for cs.CL. arxiv.org/list/cs.CL/new
[3/5]:
- Can Small Language Models Handle Context-Summarized Multi-Turn Customer-Service QA? A Synthetic D...
Lakshan Cooray, Deshan Sumanathilaka, Pattigadapa Venkatesh Raju
arxiv.org/abs/2602.00665 mastoxiv.page/@arXiv_csCL_bot/
- SEAD: Self-Evolving Agent for Multi-Turn Service Dialogue
Dai, Gao, Zhang, Wang, Luo, Wang, Wang, Wu, Wang
arxiv.org/abs/2602.03548
- OmniRAG-Agent: Agentic Omnimodal Reasoning for Low-Resource Long Audio-Video Question Answering
Yifan Zhu, Xinyu Mu, Tao Feng, Zhonghong Ou, Yuning Gong, Haoran Luo
arxiv.org/abs/2602.03707
- GreekMMLU: A Native-Sourced Multitask Benchmark for Evaluating Language Models in Greek
Zhang, Konomi, Xypolopoulos, Divriotis, Skianis, Nikolentzos, Stamou, Shang, Vazirgiannis
arxiv.org/abs/2602.05150
- Using LLMs for Knowledge Component-level Correctness Labeling in Open-ended Coding Problems
Zhangqi Duan, Arnav Kankaria, Dhruv Kartik, Andrew Lan
arxiv.org/abs/2602.17542 mastoxiv.page/@arXiv_csCL_bot/
- MetaState: Persistent Working Memory Enhances Reasoning in Discrete Diffusion Language Models
Kejing Xia, Mingzhe Li, Lixuan Wei, Zhenbang Du, Xiangchi Yuan, Dachuan Shi, Qirui Jin, Wenke Lee
arxiv.org/abs/2603.01331 mastoxiv.page/@arXiv_csCL_bot/
- A Browser-based Open Source Assistant for Multimodal Content Verification
Milner, Foster, Karmakharm, Razuvayevskaya, Roberts, Porcellini, Teyssou, Bontcheva
arxiv.org/abs/2603.02842 mastoxiv.page/@arXiv_csCL_bot/
- Nw\=ach\=a Mun\=a: A Devanagari Speech Corpus and Proximal Transfer Benchmark for Nepal Bhasha ASR
Sharma, Shrestha, Poudel, Tiwari, Shrestha, Ghimire, Bal
arxiv.org/abs/2603.07554 mastoxiv.page/@arXiv_csCL_bot/
- Model Merging in the Era of Large Language Models: Methods, Applications, and Future Directions
Mingyang Song, Mao Zheng
arxiv.org/abs/2603.09938 mastoxiv.page/@arXiv_csCL_bot/
- AgentDrift: Unsafe Recommendation Drift Under Tool Corruption Hidden by Ranking Metrics in LLM Ag...
Zekun Wu, Adriano Koshiyama, Sahan Bulathwela, Maria Perez-Ortiz
arxiv.org/abs/2603.12564 mastoxiv.page/@arXiv_csCL_bot/
- GhanaNLP Parallel Corpora: Comprehensive Multilingual Resources for Low-Resource Ghanaian Languages
Gyamfi, Azunre, Moore, Budu, Asare, Owusu, Asiamah
arxiv.org/abs/2603.13793 mastoxiv.page/@arXiv_csCL_bot/
- sebis at ArchEHR-QA 2026: How Much Can You Do Locally? Evaluating Grounded EHR QA on a Single Not...
Ibrahim Ebrar Yurt, Fabian Karl, Tejaswi Choppa, Florian Matthes
arxiv.org/abs/2603.13962 mastoxiv.page/@arXiv_csCL_bot/
- ExPosST: Explicit Positioning with Adaptive Masking for LLM-Based Simultaneous Machine Translation
Yuzhe Shang, Pengzhi Gao, Yazheng Yang, Jiayao Ma, Wei Liu, Jian Luan, Jinsong Su
arxiv.org/abs/2603.14903 mastoxiv.page/@arXiv_csCL_bot/
- BanglaSocialBench: A Benchmark for Evaluating Sociopragmatic and Cultural Alignment of LLMs in Ba...
Tanvir Ahmed Sijan, S. M Golam Rifat, Pankaj Chowdhury Partha, Md. Tanjeed Islam, Md. Musfique Anwar
arxiv.org/abs/2603.15949 mastoxiv.page/@arXiv_csCL_bot/
- EngGPT2: Sovereign, Efficient and Open Intelligence
G. Ciarfaglia, et al.
arxiv.org/abs/2603.16430 mastoxiv.page/@arXiv_csCL_bot/
- HypeLoRA: Hyper-Network-Generated LoRA Adapters for Calibrated Language Model Fine-Tuning
Bartosz Trojan, Filip G\k{e}bala
arxiv.org/abs/2603.19278 mastoxiv.page/@arXiv_csCL_bot/
- Automatic Analysis of Collaboration Through Human Conversational Data Resources: A Review
Yi Yu, Maria Boritchev, Chlo\'e Clavel
arxiv.org/abs/2603.19292 mastoxiv.page/@arXiv_csCL_bot/
- Alignment Whack-a-Mole : Finetuning Activates Verbatim Recall of Copyrighted Books in Large Langu...
Xinyue Liu, Niloofar Mireshghallah, Jane C. Ginsburg, Tuhin Chakrabarty
arxiv.org/abs/2603.20957 mastoxiv.page/@arXiv_csCL_bot/
- KG-Hopper: Empowering Compact Open LLMs with Knowledge Graph Reasoning via Reinforcement Learning
Shuai Wang, Yinan Yu
arxiv.org/abs/2603.21440 mastoxiv.page/@arXiv_csCL_bot/
toXiv_bot_toot

@Mediagazer@mstdn.social
2026-01-30 22:56:09

Press freedom groups denounce the arrests of journalists Don Lemon and Georgia Fort, saying the arrests are an "unequivocal attack on the First Amendment" (Richard Luscombe/The Guardian)
theguardian.com/law/2026/jan/3

Former CNN anchor Don Lemon arrested after anti-ICE protests at Minnesota church
Pam Bondi, Donald Trump’s attorney general, alleges that
Lemon was involved in a ‘coordinated attack on Cities Church in St. Paul, Minnesota’.
Lemon was among the reporters who covered a protest against the immigration crackdown at the church
where an official with the Immigration and Customs Enforcement (ICE) agency is a pastor.
A magistrate judge in Minnesota had declined last wee…

@memeorandum@universeodon.com
2026-01-29 22:50:49

Iran seeks to avert US military action with talks in Ankara (Patrick Wintour/The Guardian)
theguardian.com/world/2026/jan
memeorandum.com/260129/p124#a2

@netzschleuder@social.skewed.de
2026-01-29 14:00:05

inploid: Inploid: an online social Q&A platform
Inploid is a social question & answer website in Turkish. Users can follow others and see their questions and answers on the main page. Each user is associated with a reputability score which is influenced by feedback of others about questions and answers of the user. Each user can also specify interest in topics. The data is crawled in June 2017 and consist of 39,749 nodes and 57,276 directed links between them. In addition, for …

inploid: Inploid: an online social Q&A platform. 39749 nodes, 57276 edges. https://networks.skewed.de/net/inploid

Press freedom groups are warning that the arrests of two independent journalists,
including the veteran former CNN anchor Don Lemon,
signal a chilling new crackdown on US media by the Trump administration.
Lemon was taken into custody on Thursday night by federal agents in Los Angeles,
despite a magistrate judge declining to sign off on charges against him a week ago
in connection with a protest at a Minnesota church against violent government immigration enforc…

@arXiv_csCL_bot@mastoxiv.page
2026-03-31 10:11:57

GraphWalker: Agentic Knowledge Graph Question Answering via Synthetic Trajectory Curriculum
Shuwen Xu, Yao Xu, Jiaxiang Liu, Chenhao Yuan, Wenshuo Peng, Jun Zhao, Kang Liu
arxiv.org/abs/2603.28533 arxiv.org/pdf/2603.28533 arxiv.org/html/2603.28533
arXiv:2603.28533v1 Announce Type: new
Abstract: Agentic knowledge graph question answering (KGQA) requires an agent to iteratively interact with knowledge graphs (KGs), posing challenges in both training data scarcity and reasoning generalization. Specifically, existing approaches often restrict agent exploration: prompting-based methods lack autonomous navigation training, while current training pipelines usually confine reasoning to predefined trajectories. To this end, this paper proposes \textit{GraphWalker}, a novel agentic KGQA framework that addresses these challenges through \textit{Automated Trajectory Synthesis} and \textit{Stage-wise Fine-tuning}. GraphWalker adopts a two-stage SFT training paradigm: First, the agent is trained on structurally diverse trajectories synthesized from constrained random-walk paths, establishing a broad exploration prior over the KG; Second, the agent is further fine-tuned on a small set of expert trajectories to develop reflection and error recovery capabilities. Extensive experiments demonstrate that our stage-wise SFT paradigm unlocks a higher performance ceiling for a lightweight reinforcement learning (RL) stage, enabling GraphWalker to achieve state-of-the-art performance on CWQ and WebQSP. Additional results on GrailQA and our constructed GraphWalkerBench confirm that GraphWalker enhances generalization to out-of-distribution reasoning paths. The code is publicly available at github.com/XuShuwenn/GraphWalk
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