📰 Financial Narrative Processing Workshop 2026 — accepted papers

Financial Narrative Processing Workshop 2026 is the 2026 edition of the Financial Narrative Processing Workshop, held in Palma de Mallorca, Spain, May 2026 (publisher: European Language Resources Association (ELRA)). The ACL Anthology lists 19 papers of it; our library holds 9 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Palma de Mallorca, Spain · 🗓 May 2026

All accepted papers (19)

The most cited first; 9 with our summary link to their page here, the others to the original.

1. CFQA: A Chinese Financial Question Answering Benchmark from Corporate Annual Reports ↗Tianning Zhu, Mo Liu, Murathan Kurfali
2. Causal Connections: Leveraging Multilingual Fine-Tuning for Financial QA@FinCausal 2026 ↗Akash Kumar Gautam, Serhii Hamotskyi, Christian Hänig
3. Environmental, Social and Governance Sentiment Analysis on Slovene News: A Novel Dataset and Models ↗Paula Dodig, Boshko Koloski, Katarina Sitar Šuštar et al.
4. Financial Causal QA via Instruction and Prompt Tuning of Gemma3-12BAvinash Trivedi, Chindukuri Mallikarjunaour summary
5. Flipper: An Extended Document-Level Financial Dataset for Training and Evaluation with Annotated Discourse PhenomenaMariam Nakhlé, Rachel Atherly, Gabriela nicole Gonzalez Saez et al.our summary
6. Improving Verbatim Financial Causality Extraction with Supervised Fine-Tuning and Prompt Repetition ↗Sanae Attak, Mohammed Salah Chiadmi, Youssef Lamrani Alaoui
7. LLM-Based Examination of Eligibility Criteria from Securities Prospectuses at the German Central Bank ↗Serhii Hamotskyi, Akash Kumar Gautam, Christian Hänig
8. LLM-as-a-Judge Evaluation of Financial News Articles Generated Based on Factors of Stock Price Fluctuation ↗Yurina Kosai, Yucheng Xie, Rikuto Tsuchida et al.
9. LabelFusion: Fusing Large Language Models with Transformer Encoders for Robust Financial News ClassificationMichael Schlee, Christoph Weisser, Timo Kivimäki et al.our summary
10. LeedsMEng26: Qwen + Gemini for FinCausal 2026 Causality Detection in Financial Narrative TextsZaid Shahrouri, Ayomide Ivienagbor, Idrees Asad et al.our summary
11. Not All News Is Equal: Topic- and Event-Conditional Sentiment from Finetuned LLMs for Aluminum Price Forecasting ↗Alvaro Paredes Amorin, Andre Python, Christoph Weisser
12. QRAFT: QLoRA Retrieval-Augmented Fine-Tuning for Causal Span Extraction in Financial DocumentsBavya Sarda, Pulkit Chatwal, Sonal Dabralour summary
13. Sheffield NLP at FinCausal 2026: A Comparative Study of RAG Approaches and Fine-Tuning for Causal Q&A in Financial Texts ↗Aali Abdullah Alqarni, Mark Stevenson, Arif Dwi Laksito
14. SpanDiffusion: Flow Matching over Continuous Span Masks for Financial Causal Question AnsweringGeorg Niess, Roman Kernour summary
15. The Financial Document Causality Detection Shared Task (FinCausal 2026)Antonio Moreno-Sandoval, Jordi Porta, Yanco Amor Torterolo Orta et al.our summary
16. TranslateGemma for ES-EN Financial Reports: Exploring Adaptability to Variable-Sized ContextsYanco Amor Torterolo Orta, Melina Chatzi, Antonio Moreno-Sandovalour summary
17. VERSA: Verbatim Extraction via Rephrasing and Self-Aggregation for Financial Causality ↗Aldan Jay, Rafael Berlanga, Yoelvis Moreno et al.
18. Verifiable Financial Enterprise Question Answering via Inference-Time Grounding and Traceability ↗Anubha Kabra, Katie Jooyoung Kim, Zhiwei Kou et al.
19. When Tables Go Crazy: Evaluating Multimodal Models on French Financial DocumentsVirginie Mouilleron, Théo Lasnier, Anna Mosolova et al.our summary

📄 Papers with our summary in our library (9)

The most cited first (OpenAlex citations plus our library's).

1. The Financial Document Causality Detection Shared Task (FinCausal 2026)Financial Narrative Processing WorkshopAntonio Moreno-Sandoval, Jordi Porta, Yanco Amor Torterolo Orta, et al.2026 · 7 citations
2. SpanDiffusion: Flow Matching over Continuous Span Masks for Financial Causal Question AnsweringFinancial Narrative Processing WorkshopGeorg Niess, Roman Kern2026 · 1 citation
3. QRAFT: QLoRA Retrieval-Augmented Fine-Tuning for Causal Span Extraction in Financial DocumentsFinancial Narrative Processing WorkshopBavya Sarda, Pulkit Chatwal, Sonal Dabral2026 · 1 citation
4. LeedsMEng26: Qwen + Gemini for FinCausal 2026 Causality Detection in Financial Narrative TextsFinancial Narrative Processing WorkshopZaid Shahrouri, Ayomide Ivienagbor, Idrees Asad, et al.2026 · 1 citation
5. Financial Causal QA via Instruction and Prompt Tuning of Gemma3-12BFinancial Narrative Processing WorkshopAvinash Trivedi, Chindukuri Mallikarjuna2026 · 1 citation
6. When Tables Go Crazy: Evaluating Multimodal Models on French Financial DocumentsFinancial Narrative Processing WorkshopVirginie Mouilleron, Théo Lasnier, Anna Mosolova, et al.2026
7. Flipper: An Extended Document-Level Financial Dataset for Training and Evaluation with Annotated Discourse PhenomenaFinancial Narrative Processing WorkshopMariam Nakhlé, Rachel Atherly, Gabriela nicole Gonzalez Saez, et al.2026
8. TranslateGemma for ES-EN Financial Reports: Exploring Adaptability to Variable-Sized ContextsFinancial Narrative Processing WorkshopYanco Amor Torterolo Orta, Melina Chatzi, Antonio Moreno-Sandoval2026
9. LabelFusion: Fusing Large Language Models with Transformer Encoders for Robust Financial News ClassificationFinancial Narrative Processing WorkshopMichael Schlee, Christoph Weisser, Timo Kivimäki, et al.2026

🧭 Top topics

Topics of its works in our library, with the number of works on each.

❓Question answering (2)🧵Discourse analysis (1)🧠Language models & pretraining (1)🔍Information retrieval & search (1)🖼️Vision & language (1)French (1)

📚 Fields

🎭Arts and Humanities (9)🖥️Computer Science (9)🎯Decision Sciences (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓Universidad Autónoma de MadridMadrid · Spain2 works here🎓Institut polytechnique de GrenobleGrenoble · France1 work here🔬Centre National de la Recherche ScientifiqueParis · France1 work here🎓University of LeedsLeeds · United Kingdom1 work here🔬Institut national de recherche en sciences et technologies du numériqueLe Chesnay-Rocquencourt · France1 work here🎓Universidad Nacional de Educación a DistanciaMadrid · Spain1 work here🎓Sorbonne UniversitéParis · France1 work here🎓Graz University of TechnologyGraz · Austria1 work here🔬Laboratoire d'Informatique de GrenobleGrenoble · France1 work here🎓University of BathBath · United Kingdom1 work here🎓University of GöttingenGöttingen · Germany1 work here🎓Université Grenoble AlpesSaint-Martin-d'Hères · France1 work here

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

↑ back to top

This page in Markdown → https://md.research.elamur.ai/free/en/venues/fnp/2026/