Financial prediction from long documents involves significant challenges, as actionable signals are often sparse and obscured by noise, and the optimal LLM for generating embeddings varies across tasks and time periods. In this paper, we propose FinAnchor(Financial Anchored Representations), a lightweight framework that integrates embeddings from multiple LLMs without fine-tuning the underlying models. FinAnchor addresses the incompatibility of feature spaces by selecting an anchor embedding space and learning linear mappings to align representations from other models into this anchor. These aligned features are then aggregated to form a unified representation for downstream prediction. Across multiple financial NLP tasks, FinAnchor consistently outperforms strong single-model baselines and standard ensemble methods, demonstrating the effectiveness of anchoring heterogeneous representations for robust financial prediction.
FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language Models
Shanghai University of Finance and Economics（上海财经大学）；University of California, Irvine（加州大学欧文分校）；Fudan University（复旦大学）；Ping An Technology (Shenzhen) Co., Ltd.（平安科技（深圳）有限公司）；Tencent YouTu Lab（腾讯优图实验室）；HSBC Lab（汇丰实验室）
KFinEval-Pilot: A Comprehensive Benchmark Suite for Korean Financial Language Understanding
Korea Financial Telecommunications and Clearings Institute（韩国金融电信与清算院）；Teddysum Inc.（泰迪萨姆公司）；SELECTSTAR Inc.（SELECTSTAR公司）；Konyang University（建阳大学）；Seoultech（首尔科技大学）；KAIST（韩国科学技术院）
QuantEval: A Benchmark for Financial Quantitative Tasks in Large Language Models
Peking University（北京大学）；Tsinghua University（清华大学）；Fudan University（复旦大学）；University of Macau（澳门大学）；University of California, Los Angeles（加州大学洛杉矶分校）；Shanghai Jiao Tong University（上海交通大学）；Imperial College London（伦敦帝国理工学院）；University of Chicago（芝加哥大学）；Shanghai Weina Software Technology（上海韦纳软件技术）；Beijing Academy of Artificial Intelligence（北京人工智能研究院）
FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark for Evaluating LLMs
Columbia University（哥伦比亚大学）；Stevens Institute of Technology（史蒂文斯理工学院）；Rensselaer Polytechnic Institute（拉特格斯理工学院）；University of Montreal（蒙特利尔大学）；McGill University（麦吉尔大学）；MBZUAI（麦吉尔大学人工智能研究所）；Cardiff University（卡迪夫大学）；The University of Manchester（曼彻斯特大学）；Harvard University（哈佛大学）
FedAlphaEdit: Null-Space-Aligned Merging for Collaborative Knowledge Editing
Graduate School of Science and Technology, University of Tsukuba（筑波大学科学技术研究生院）；Center for Artificial Intelligence Research, Tsukuba Institute for Advanced Research, University of Tsukuba（筑波大学筑波高级研究院人工智能研究中心）；Institute of Systems and Information Engineering, University of Tsukuba（筑波大学系统与信息工程研究院）
Aligning ESG Controversy Data with International Guidelines through Semi-Automatic Ontology Construction
University of Zürich (UZH)（苏黎世大学）；RepRisk AG（RepRisk公司）；Graduate School of Information Science and Technology, The University of Tokyo（东京大学信息科学与技术研究生院）；The Canon Institute for Global Studies（佳能全球研究学院）
The Human Flourishing Geographic Index: A County-Level Dataset for the United States, 2013--2023
Institute for Quantitative Social Science, Harvard University（哈佛大学定量社会科学研究所）；Center for Geographic Analysis, Harvard University（哈佛大学地理分析中心）；Geographic Data Science Lab, University of Liverpool（利物浦大学地理数据科学实验室）；Department of Law, Economics and Culture, University of Insubria（Insubria大学法律、经济与文化系）；Department of Political and Social Sciences, University of Catania（卡塔尼亚大学政治与社会科学系）；Department of Economics, University of Insubria（Insubria大学经济学系）
1SimpleWay.AI 2McGill University 3University of Toronto 4University of California, Los Angeles 5The Chinese University of Hong Kong 6University of Manitoba 7Universit\'e de Montr\'eal 8Boston University 9Mila - Quebec AI Institute 10CG Matrix Technology Limited 11Lakehead University 12McMaster University
