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The 7th Financial Narrative Processing Workshop

LREC 2026 Workshop

Palma, Mallorca, Spain 11 - 16 May 2026 19 papers
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01

LLM-Based Examination of Eligibility Criteria from Securities Prospectuses at the German Central Bank

Serhii Hamotskyi, Akash Kumar Gautam, Christian Hänig

pp. 1-11 DOI: 10.63317/3dpiow9bkvmm
02

When Tables Go Crazy: Evaluating Multimodal Models on French Financial Documents

Virginie Mouilleron, Théo Lasnier, Anna Mosolova, Djamé Seddah

pp. 12-27 DOI: 10.63317/3bk8fk9sek7b
03

CFQA: A Chinese Financial Question Answering Benchmark from Corporate Annual Reports

Tianning Zhu, Mo Liu, Murathan Kurfali

pp. 28-38 DOI: 10.63317/4e6fhrncfrbu
04

Verifiable Financial Enterprise Question Answering via Inference-Time Grounding and Traceability

Anubha Kabra, Katie Jooyoung Kim, Zhiwei Kou, Helene Sajer, Yimei Fan, Gabriel Martinez Vidiri

pp. 39-48 DOI: 10.63317/25dqodqmcsa4
05

Environmental, Social and Governance Sentiment Analysis on Slovene News: A Novel Dataset and Models

Paula Dodig, Boshko Koloski, Katarina Sitar Šuštar, Senja Pollak, Matthew Purver

pp. 49-58 DOI: 10.63317/2j2jz8zyoh4t
06

Not All News Is Equal: Topic- and Event-Conditional Sentiment from Finetuned LLMs for Aluminum Price Forecasting

Alvaro Paredes Amorin, Andre Python, Christoph Weisser

pp. 59-77 DOI: 10.63317/59x9shp32g6h
07

Flipper: An Extended Document-Level Financial Dataset for Training and Evaluation with Annotated Discourse Phenomena

Mariam Nakhlé, Rachel Atherly, Gabriela nicole Gonzalez Saez, Marco Dinarelli, Raheel Qader, Hervé Blanchon

pp. 78-86 DOI: 10.63317/22f2djwbns96
08

TranslateGemma for ES-EN Financial Reports: Exploring Adaptability to Variable-Sized Contexts

Yanco Amor Torterolo Orta, Melina Chatzi, Antonio Moreno-Sandoval

pp. 87-97 DOI: 10.63317/4mfhxunsaksk
09

LabelFusion: Fusing Large Language Models with Transformer Encoders for Robust Financial News Classification

Michael Schlee, Christoph Weisser, Timo Kivimäki, Melchizedek Mashiku, Benjamin Saefken

pp. 98-105 DOI: 10.63317/5k4dk6iczjq5
10

LLM-as-a-Judge Evaluation of Financial News Articles generated based on Factors of Stock Price Fluctuation

Yurina Kosai, Yucheng Xie, Rikuto Tsuchida, Takehito Utsuro

pp. 106-113 DOI: 10.63317/3axxq3b2dynj
11

The Financial Document Causality Detection Shared Task (FinCausal 2026)

Antonio Moreno-Sandoval, Jordi Porta, Yanco Amor Torterolo Orta, Alexia Stanescu, Melina Chatzi, Sofía Roseti

pp. 114-124 DOI: 10.63317/4zb72h45pvk2
12

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

pp. 125-131 DOI: 10.63317/3w3pbwvmc2mm
13

Causal Connections: Leveraging Multilingual Fine-Tuning for Financial QA@FinCausal 2026

Akash Kumar Gautam, Serhii Hamotskyi, Christian Hänig

pp. 132-138 DOI: 10.63317/4v9j8247boo3
14

VERSA: Verbatim Extraction via Rephrasing and Self-Aggregation for Financial Causality

Aldan Jay, Rafael Berlanga, Yoelvis Moreno, Vicent Santamarta

pp. 139-145 DOI: 10.63317/523w58xpfhbz
15

SpanDiffusion: Flow Matching over Continuous Span Masks for Financial Causal Question Answering

Georg Niess, Roman Kern

pp. 146-151 DOI: 10.63317/4bm7v3ccgmjy
16

Improving Verbatim Financial Causality Extraction with Supervised Fine-Tuning and Prompt Repetition

Sanae Attak

pp. 152-159 DOI: 10.63317/2d873tuemyhc
17

LeedsMEng26: Qwen + Gemini for FinCausal 2026 Causality Detection in Financial Narrative Texts

Zaid Shahrouri, Ayomide Ivienagbor, Idrees Asad, Rijul Shrestha, Yasemin Bal, Zahaab Nadeem

pp. 160-168 DOI: 10.63317/4aaj7cwvpjxy
18

Financial Causal QA via Instruction and Prompt Tuning of Gemma3-12B

Avinash Trivedi, Chindukuri Mallikarjuna

pp. 169-174 DOI: 10.63317/24xxkstbkeqa
19

QRAFT: QLoRA Retrieval-Augmented Fine-Tuning for Causal Span Extraction in Financial Documents

Bavya Sarda, Pulkit Chatwal, Sonal Dabral

pp. 175-180 DOI: 10.63317/4a9pbop2c9nc

Showing all 19 papers