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Sophia Ananiadou · SciRah

Researcher profile · Semantic Scholar

Sophia Ananiadou

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Sophia Ananiadou — researcher profile on SciRah

h-index: 22
Works: 78
Citations: 1,770

Most-cited papers

FinBen: A Holistic Financial Benchmark for Large Language Models
Qianqian Xie, Weiguang Han, Zhengyu Chen, Ruoyu Xiang +30 more
2024Neural Information Processing Systems228 citations Open access
Semantic Scholar
MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models
Kailai Yang, Tianlin Zhang, Zi-Zhou Kuang, Qianqian Xie +2 more
2023The Web Conference212 citations Open access
Semantic Scholar
EmoLLMs: A Series of Emotional Large Language Models and Annotation Tools for Comprehensive Affective Analysis
Zhiwei Liu, Kailai Yang, Tianlin Zhang, Qianqian Xie +2 more
2024Knowledge Discovery and Data Mining159 citations Open access
Semantic Scholar
Towards Interpretable Mental Health Analysis with Large Language Models
Kailai Yang, Shaoxiong Ji, Tianlin Zhang, Qianqian Xie +2 more
2023Conference on Empirical Methods in Natural Language Processing150 citations Open access
Semantic Scholar
Large Language Models in Mental Health Care: A Scoping Review
Y. Hua, Feng-Lin Liu, Kailai Yang, Zehan Li +6 more
2024Current Treatment Options in Psychiatry118 citations Open access
Semantic Scholar
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics: System Demonstrations
Sebastian Gehrmann, H. Strobelt, Alexander M. Rush, Fabio Kepler +496 more
201955 citations Open access
Semantic Scholar
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
Ji-Min Huang, Mengxi Xiao, Dong Li, Zi-Hao Jiang +40 more
2024arXiv.org53 citations
Semantic Scholar
MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models
Kailai Yang, Zhiwei Liu, Qianqian Xie, Ji-Min Huang +2 more
2024Neural Information Processing Systems49 citations
Semantic Scholar
Neuron-Level Knowledge Attribution in Large Language Models
Zeping Yu, Sophia Ananiadou
2023Conference on Empirical Methods in Natural Language Processing46 citations Open access
Semantic Scholar
Interpreting Arithmetic Mechanism in Large Language Models through Comparative Neuron Analysis
Zeping Yu, Sophia Ananiadou
2024Conference on Empirical Methods in Natural Language Processing43 citations
Semantic Scholar
Rethinking Large Language Models in Mental Health Applications
Shaoxiong Ji, Tianlin Zhang, Kailai Yang, Sophia Ananiadou +1 more
2023arXiv.org39 citations
Semantic Scholar
Factual Consistency Evaluation of Summarisation in the Era of Large Language Models
Zheheng Luo, Qianqian Xie, Sophia Ananiadou
2024Expert systems with applications38 citations
Semantic Scholar
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading
Guo-Jun Xiong, Zhiyang Deng, Keyi Wang, Yupeng Cao +9 more
2025Annual Meeting of the Association for Computational Linguistics36 citations
Semantic Scholar
Selective Preference Optimization via Token-Level Reward Function Estimation
Kailai Yang, Zhiwei Liu, Qianqian Xie, Ji-Min Huang +2 more
2024Conference on Empirical Methods in Natural Language Processing31 citations
Semantic Scholar
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection
Yuxin Wang, Duanyu Feng, Yongfu Dai, Zhengyu Chen +4 more
2024Neural Information Processing Systems31 citations
Semantic Scholar
LongDocFACTScore: Evaluating the Factuality of Long Document Abstractive Summarisation
Jennifer A Bishop, Sophia Ananiadou, Qianqian Xie
2023International Conference on Language Resources and Evaluation29 citations Open access
Semantic Scholar
Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models
Zeping Yu, Yonatan Belinkov, Sophia Ananiadou
2025Conference on Empirical Methods in Natural Language Processing28 citations
Semantic Scholar
Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance
Xue-Qing Peng, Triantafillos Papadopoulos, Efstathia Soufleri, Polydoros Giannouris +6 more
2025Conference on Empirical Methods in Natural Language Processing27 citations
Semantic Scholar
Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models
Hengyuan Zhang, Zhi-Hao Zhang, Ming-Yang Wang, Zun-Hai Su +25 more
2026Computer Science Review26 citations
Semantic Scholar
RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning based on Emotional Information
Zhiwei Liu, Kailai Yang, Qianqian Xie, Christine de Kock +2 more
2024Annual Meeting of the Association for Computational Linguistics26 citations Open access
Semantic Scholar
MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application
Xue-Qing Peng, Ling-Fei Qian, Yan Wang, Ruoyu Xiang +43 more
2025Annual Meeting of the Association for Computational Linguistics24 citations Open access
Semantic Scholar
How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning
Zeping Yu, Sophia Ananiadou
2024Conference on Empirical Methods in Natural Language Processing23 citations
Semantic Scholar
When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agents
Ling-Fei Qian, Xue-Qing Peng, Yan Wang, V. Zhang +13 more
2025arXiv.org22 citations
Semantic Scholar
Artificial intelligence (AI) futures: India-UK collaborations emerging from the 4th Royal Society Yusuf Hamied workshop
Y. Dwivedi, Laurie Hughes, H. Bhadeshia, Sophia Ananiadou +5 more
2023International Journal of Information Management20 citations Open access
Semantic Scholar
Understanding and Mitigating Gender Bias in LLMs via Interpretable Neuron Editing
Zeping Yu, Sophia Ananiadou
2025arXiv.org19 citations
Semantic Scholar
Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English
Xiao Zhang, Ruoyu Xiang, Chenhan Yuan, Duanyu Feng +8 more
2024Knowledge Discovery and Data Mining19 citations Open access
Semantic Scholar
MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation
Xue-Qing Peng, Ling-Fei Qian, Yan Wang, Ruoyu Xiang +40 more
2025arXiv.org16 citations
Semantic Scholar
No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks
Gang Hu, Ke Qin, Chenhan Yuan, Min Peng +6 more
2024arXiv.org14 citations
Semantic Scholar
Expert Systems With Applications
Zheheng Luo, Qianqian Xie, Sophia Ananiadou
14 citations
Semantic Scholar
Retrieval-augmented Large Language Models for Financial Time Series Forecasting
Mengxi Xiao, Zi-Hao Jiang, Ling-Fei Qian, Zhengyu Chen +9 more
202513 citations
Semantic Scholar
Temporal relation extraction with contrastive prototypical sampling
Chenhan Yuan, Qianqian Xie, Sophia Ananiadou
2024Knowledge-Based Systems13 citations Open access
Semantic Scholar
Understanding Multimodal LLMs: the Mechanistic Interpretability of Llava in Visual Question Answering
Zeping Yu, Sophia Ananiadou
2024arXiv.org13 citations
Semantic Scholar
All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection
Yuechen Jiang, Zhiwei Liu, Yupeng Cao, Yueru He +9 more
2026Annual Meeting of the Association for Computational Linguistics12 citations
Semantic Scholar
FMDLlama: Financial Misinformation Detection Based on Large Language Models
Zhiwei Liu, Xin Zhang, Kailai Yang, Qianqian Xie +2 more
2024The Web Conference12 citations Open access
Semantic Scholar
Argument mining as a multi-hop generative machine reading comprehension task
Boyang Liu, Viktor Schlegel, R. Batista-Navarro, Sophia Ananiadou
2023Conference on Empirical Methods in Natural Language Processing11 citations Open access
Semantic Scholar
FinNLP-AgentScen-2024 Shared Task: Financial Challenges in Large Language Models - FinLLMs
Qianqian Xie, Ji-Min Huang, Dong Li, Zhengyu Chen +221 more
10 citations
Semantic Scholar
Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models
Mengxi Xiao, Zi-Hao Jiang, Ling-Fei Qian, Zhengyu Chen +9 more
2025arXiv.org9 citations
Semantic Scholar
Locate-then-Merge: Neuron-Level Parameter Fusion for Mitigating Catastrophic Forgetting in Multimodal LLMs
Zeping Yu, Sophia Ananiadou
2025Conference on Empirical Methods in Natural Language Processing8 citations
Semantic Scholar
From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models
Zi-Zhou Kuang, Feiyu Zhu, Mao-Wei Jiang, Yanzhao Lai +7 more
2025arXiv.org7 citations
Semantic Scholar
SuicidEmoji: Derived Emoji Dataset and Tasks for Suicide-Related Social Content
Tianlin Zhang, Kailai Yang, Shao-Xiong Ji, Boyang Liu +2 more
2024Annual International ACM SIGIR Conference on Research and Development in Information Retrieval7 citations Open access
Semantic Scholar
MetaAligner: Conditional Weak-to-Strong Correction for Generalizable Multi-Objective Alignment of Language Models
Kailai Yang, Zhiwei Liu, Qianqian Xie, Tianlin Zhang +4 more
2024arXiv.org7 citations
Semantic Scholar
DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation
En-Ze Zhang, Jiayin Wang, Mengxi Xiao, Jifei Liu +6 more
2025arXiv.org5 citations
Semantic Scholar
FinAudio: A Benchmark for Audio Large Language Models in Financial Applications
Yupeng Cao, Hao-Hang Li, Yangyang Yu, Shashidhar Reddy Javaji +9 more
2025arXiv.org5 citations
Semantic Scholar
Exploring Safety Alignment Evaluation of LLMs in Chinese Mental Health Dialogues via LLM-as-Judge
Yunna Cai, Fan Wang, Haowei Wang, Kun Wang +4 more
2025arXiv.org5 citations
Semantic Scholar
Proceedings of the Third Workshop on Narrative Understanding
Gayatri Bhat, Avneesh Singh Saluja, Melody Dye, Michael Miller Yoder +496 more
20215 citations Open access
Semantic Scholar
ELAINE-medLLM: Lightweight English Japanese Chinese Trilingual Large Language Model for Bio-medical Domain
Ken Yano, Zheheng Luo, Ji-Min Huang, Qianqian Xie +6 more
2025International Conference on Computational Linguistics4 citations
Semantic Scholar
Rumor Detection by Multi-task Suffix Learning based on Time-series Dual Sentiments
Zhiwei Liu, Kailai Yang, Eduard H. Hovy, Sophia Ananiadou
2025arXiv.org4 citations
Semantic Scholar
Proceedings of the Joint Workshop of the 9th Financial Technology and Natural Language Processing (FinNLP), the 6th Financial Narrative Processing (FNP), and the 1st Workshop on Large Language Models for Finance and Legal (LLMFinLegal)
Chung-Chi Chen, Antonio Moreno-Sandoval, Ji-Min Huang, Qianqian Xie +2 more
2025COLING Workshops4 citations
Semantic Scholar
MMAFFBen: A Multilingual and Multimodal Affective Analysis Benchmark for Evaluating LLMs and VLMs
Zhiwei Liu, Ling-Fei Qian, Qianqian Xie, Ji-Min Huang +2 more
2025arXiv.org4 citations
Semantic Scholar
ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language Model
Zhiwei Liu, Boyang Liu, P. Thompson, Kailai Yang +2 more
2024European Conference on Artificial Intelligence4 citations Open access
Semantic Scholar

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