The 7th Financial Narrative Processing Workshop

The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor 2026-05 European Language Resources Association (ELRA) Palma de Mallorca, Spain text conference publication fnp-2026-1 https://aclanthology.org/2026.fnp-1.0/ LLM-Based Examination of Eligibility Criteria from Securities Prospectuses at the German Central Bank Serhii Hamotskyi author Akash Kumar Gautam author Christian Hänig author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication hamotskyi-etal-2026-llm 10.63317/3dpiow9bkvmm https://aclanthology.org/2026.fnp-1.1/ 2026-05 1 11 When Tables Go Crazy: Evaluating Multimodal Models on French Financial Documents Virginie Mouilleron author Théo Lasnier author Anna Mosolova author Djamé Seddah author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication mouilleron-etal-2026-tables 10.63317/3bk8fk9sek7b https://aclanthology.org/2026.fnp-1.2/ 2026-05 12 27 CFQA: A Chinese Financial Question Answering Benchmark from Corporate Annual Reports Tianning Zhu author Mo Liu author Murathan Kurfali author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication zhu-etal-2026-cfqa 10.63317/4e6fhrncfrbu https://aclanthology.org/2026.fnp-1.3/ 2026-05 28 38 Verifiable Financial Enterprise Question Answering via Inference-Time Grounding and Traceability Anubha Kabra author Katie Jooyoung Kim author Zhiwei Kou author Helene Sajer author Yimei Fan author Gabriel Martinez Vidiri author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication kabra-etal-2026-verifiable 10.63317/25dqodqmcsa4 https://aclanthology.org/2026.fnp-1.4/ 2026-05 39 48 Environmental, Social and Governance Sentiment Analysis on Slovene News: A Novel Dataset and Models Paula Dodig author Boshko Koloski author Katarina Sitar Šuštar author Senja Pollak author Matthew Purver author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication dodig-etal-2026-environmental 10.63317/2j2jz8zyoh4t https://aclanthology.org/2026.fnp-1.5/ 2026-05 49 58 Not All News Is Equal: Topic- and Event-Conditional Sentiment from Finetuned LLMs for Aluminum Price Forecasting Alvaro Paredes Amorin author Andre Python author Christoph Weisser author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication paredes-amorin-etal-2026-news 10.63317/59x9shp32g6h https://aclanthology.org/2026.fnp-1.6/ 2026-05 59 77 Flipper: An Extended Document-Level Financial Dataset for Training and Evaluation with Annotated Discourse Phenomena Mariam Nakhlé author Rachel Atherly author Gabriela nicole Gonzalez Saez author Marco Dinarelli author Raheel Qader author Hervé Blanchon author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication nakhle-etal-2026-flipper 10.63317/22f2djwbns96 https://aclanthology.org/2026.fnp-1.7/ 2026-05 78 86 TranslateGemma for ES-EN Financial Reports: Exploring Adaptability to Variable-Sized Contexts Yanco Amor Torterolo Orta author Melina Chatzi author Antonio Moreno-Sandoval author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication torterolo-orta-etal-2026-translategemma 10.63317/4mfhxunsaksk https://aclanthology.org/2026.fnp-1.8/ 2026-05 87 97 LabelFusion: Fusing Large Language Models with Transformer Encoders for Robust Financial News Classification Michael Schlee author Christoph Weisser author Timo Kivimäki author Melchizedek Mashiku author Benjamin Saefken author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication schlee-etal-2026-labelfusion 10.63317/5k4dk6iczjq5 https://aclanthology.org/2026.fnp-1.9/ 2026-05 98 105 LLM-as-a-Judge Evaluation of Financial News Articles Generated Based on Factors of Stock Price Fluctuation Yurina Kosai author Yucheng Xie author Rikuto Tsuchida author Takehito Utsuro author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication kosai-etal-2026-llm 10.63317/3axxq3b2dynj https://aclanthology.org/2026.fnp-1.10/ 2026-05 106 113 The Financial Document Causality Detection Shared Task (FinCausal 2026) Antonio Moreno-Sandoval author Jordi Porta author Yanco Amor Torterolo Orta author Alexia Stanescu author Melina Chatzi author Sofía Roseti author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication moreno-sandoval-etal-2026-financial 10.63317/4zb72h45pvk2 https://aclanthology.org/2026.fnp-1.11/ 2026-05 114 124 Sheffield NLP at FinCausal 2026: A Comparative Study of RAG Approaches and Fine-Tuning for Causal Q&A in Financial Texts Aali Abdullah Alqarni author Mark Stevenson author Arif Dwi Laksito author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication alqarni-etal-2026-sheffield 10.63317/3w3pbwvmc2mm https://aclanthology.org/2026.fnp-1.12/ 2026-05 125 131 Causal Connections: Leveraging Multilingual Fine-Tuning for Financial QA@FinCausal 2026 Akash Kumar Gautam author Serhii Hamotskyi author Christian Hänig author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication gautam-etal-2026-causal 10.63317/4v9j8247boo3 https://aclanthology.org/2026.fnp-1.13/ 2026-05 132 138 VERSA: Verbatim Extraction via Rephrasing and Self-Aggregation for Financial Causality Aldan Jay author Rafael Berlanga author Yoelvis Moreno author Vicent Santamarta author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication jay-etal-2026-versa 10.63317/523w58xpfhbz https://aclanthology.org/2026.fnp-1.14/ 2026-05 139 145 SpanDiffusion: Flow Matching over Continuous Span Masks for Financial Causal Question Answering Georg Niess author Roman Kern author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication niess-kern-2026-spandiffusion 10.63317/4bm7v3ccgmjy https://aclanthology.org/2026.fnp-1.15/ 2026-05 146 151 Improving Verbatim Financial Causality Extraction with Supervised Fine-Tuning and Prompt Repetition Sanae Attak author Mohammed Salah Chiadmi author Youssef Lamrani Alaoui author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication attak-etal-2026-improving 10.63317/2d873tuemyhc https://aclanthology.org/2026.fnp-1.16/ 2026-05 152 159 LeedsMEng26: Qwen + Gemini for FinCausal 2026 Causality Detection in Financial Narrative Texts Zaid Shahrouri author Ayomide Ivienagbor author Idrees Asad author Rijul Shrestha author Yasemin Bal author Zahaab Nadeem author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication shahrouri-etal-2026-leedsmeng26 10.63317/4aaj7cwvpjxy https://aclanthology.org/2026.fnp-1.17/ 2026-05 160 168 Financial Causal QA via Instruction and Prompt Tuning of Gemma3-12B Avinash Trivedi author Chindukuri Mallikarjuna author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication trivedi-mallikarjuna-2026-financial 10.63317/24xxkstbkeqa https://aclanthology.org/2026.fnp-1.18/ 2026-05 169 174 QRAFT: QLoRA Retrieval-Augmented Fine-Tuning for Causal Span Extraction in Financial Documents Bavya Sarda author Pulkit Chatwal author Sonal Dabral author 2026-05 text The 7th Financial Narrative Processing Workshop Mo El-Haj editor Antonio Moreno Sandoval editor Ana Garcia-Serrano editor Chung-Chi Chen editor Paul Rayson editor Yanco Amor Torterolo Orta editor Paloma Martinez editor Jordi Porta editor European Language Resources Association (ELRA) Palma de Mallorca, Spain conference publication sarda-etal-2026-qraft 10.63317/4a9pbop2c9nc https://aclanthology.org/2026.fnp-1.19/ 2026-05 175 180