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Sophia Ananiadou

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17

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17papers

Authored papers

17

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models

arXiv 2026

2026

Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection

arXiv 2026

2026

Ebisu: Benchmarking Large Language Models in Japanese Finance

arXiv 2026

2026

MentraSuite: Post-Training Large Language Models for Mental Health Reasoning and Assessment

arXiv 2025

2025

DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation

arXiv 2025

2025

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models

arXiv 2025

2025

Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models

arXiv 2025

2025

MMAFFBen: A Multilingual and Multimodal Affective Analysis Benchmark for Evaluating LLMs and VLMs

arXiv 2025

2025

MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation

arXiv 2025

2025

EmoLLMs: A Series of Emotional Large Language Models and Annotation Tools for Comprehensive Affective Analysis

arXiv 2024

2024

Understanding Multimodal LLMs: the Mechanistic Interpretability of Llava in Visual Question Answering

arXiv 2024

2024

No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks

arXiv 2024

2024

Interpreting Arithmetic Mechanism in Large Language Models through Comparative Neuron Analysis

arXiv 2024

2024

Are Large Language Models True Healthcare Jacks-of-All-Trades? Benchmarking Across Health Professions Beyond Physician Exams

arXiv 2024

2024

ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language Model

arXiv 2024

2024

Towards Interpretable Mental Health Analysis with Large Language Models

arXiv 2023

2023

Back to the Future: Towards Explainable Temporal Reasoning with Large Language Models

arXiv 2023

2023

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10

from 17 papers