Title
FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline Kuldeep Singh Simerjot Kaur Charese Smiley AIFin 31 2 0 17 Oct 2024
Generation with Dynamic Vocabulary Yanting Liu Tao Ji Changzhi Sun Yuanbin Wu Xiaoling Wang 45 0 0 11 Oct 2024
FAMMA: A Benchmark for Financial Domain Multilingual Multimodal Question Answering Siqiao Xue Tingting Chen Fan Zhou Qingyang Dai Zhixuan Chu Hongyuan Mei 41 4 0 06 Oct 2024
Structured List-Grounded Question Answering Mujeen Sung Song Feng James Gung Raphael Shu Yi Zhang Saab Mansour RALM 32 0 0 04 Oct 2024
SELU: Self-Learning Embodied MLLMs in Unknown Environments Boyu Li Haobin Jiang Ziluo Ding Xinrun Xu Haoran Li Dongbin Zhao Zongqing Lu LRM 55 2 0 04 Oct 2024
Mixing It Up: The Cocktail Effect of Multi-Task Fine-Tuning on LLM Performance -- A Case Study in Finance Meni Brief Oded Ovadia Gil Shenderovitz Noga Ben Yoash Rachel Lemberg Eitam Sheetrit 58 4 0 01 Oct 2024
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning Haotian Zhang Mingfei Gao Zhe Gan Philipp Dufter Nina Wenzel ... Haoxuan You Zirui Wang Afshin Dehghan Peter Grasch Yinfei Yang VLM MLLM 40 32 1 30 Sep 2024
Co-Trained Retriever-Generator Framework for Question Generation in Earnings Calls Yining Juan Chung-Chi Chen Hen-Hsen Huang Hsin-Hsi Chen RALM 25 0 0 27 Sep 2024
Do We Need Domain-Specific Embedding Models? An Empirical Investigation Yixuan Tang Yi Yang AIFin 50 3 0 27 Sep 2024
Enhancing Financial Sentiment Analysis with Expert-Designed Hint Chung-Chi Chen Hiroya Takamura Ichiro Kobayashi Yusuke Miyao 37 1 0 26 Sep 2024
KodeXv0.1: A Family of State-of-the-Art Financial Large Language Models Neel Rajani Lilli Kiessling Aleksandr Ogaltsov Claus Lang ALM 33 0 0 13 Sep 2024
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables Suyash Vardhan Mathur J. Bafna Kunal Kartik Harshita Khandelwal Manish Shrivastava Vivek Gupta Joey Tianyi Zhou Dan Roth LMTD 28 0 0 25 Aug 2024
Building and better understanding vision-language models: insights and future directions Hugo Laurençon Andrés Marafioti Victor Sanh Léo Tronchon VLM 44 61 0 22 Aug 2024
Fine-tuning Smaller Language Models for Question Answering over Financial Documents Karmvir Singh Phogat Sai Akhil Puranam Sridhar Dasaratha Chetan Harsha Shashishekar Ramakrishna LRM 36 2 0 22 Aug 2024
Optimizing Performance: How Compact Models Match or Exceed GPT's Classification Capabilities through Fine-Tuning Baptiste Lefort Eric Benhamou Jean-Jacques Ohana David Saltiel B. Guez 25 0 0 22 Aug 2024
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering Xianjie Wu Jian Yang Linzheng Chai Ge Zhang Jiaheng Liu ... Xianfu Cheng Tianzhen Sun Guanglin Niu Tongliang Li Zhoujun Li LMTD ELM 65 23 0 17 Aug 2024
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction Bhaskarjit Sarmah Benika Hall Rohan Rao Sunil Patel Stefano Pasquali Dhagash Mehta 40 36 0 09 Aug 2024
CoverBench: A Challenging Benchmark for Complex Claim Verification Alon Jacovi Moran Ambar Eyal Ben-David Uri Shaham Amir Feder Mor Geva Dror Marcus Avi Caciularu LMTD 49 3 0 06 Aug 2024
KaPQA: Knowledge-Augmented Product Question-Answering Swetha Eppalapally Daksh Dangi Chaithra Bhat Ankita Gupta Ruiyi Zhang ... Karishma Bagga Seunghyun Yoon Nedim Lipka Ryan A. Rossi Franck Dernoncourt RALM 48 2 0 22 Jul 2024
InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation Gaurav Sahu Abhay Puri Juan A. Rodriguez Alexandre Drouin Perouz Taslakian ... Christopher Pal Nicolas Chapados I. Laradji Sai Rajeswar Mudumba Issam Hadj Laradji ELM 48 4 0 08 Jul 2024
OmChat: A Recipe to Train Multimodal Language Models with Strong Long Context and Video Understanding Tiancheng Zhao Qianqian Zhang Kyusong Lee Peng Liu Lu Zhang Chunxin Fang Jiajia Liao Kelei Jiang Yibo Ma Ruochen Xu MLLM VLM 54 5 0 06 Jul 2024
EconNLI: Evaluating Large Language Models on Economics Reasoning Yue Guo Yi Yang 32 4 0 01 Jul 2024
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs Venktesh V. Deepali Prabhu Avishek Anand RALM CoGe 39 3 0 24 Jun 2024
Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs Shengbang Tong Ellis L Brown Penghao Wu Sanghyun Woo Manoj Middepogu ... Xichen Pan Austin Wang Rob Fergus Yann LeCun Saining Xie 3DV MLLM 48 282 0 24 Jun 2024
UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-world Document Analysis Yulong Hui Yao Lu Huanchen Zhang RALM 50 9 0 21 Jun 2024
SEC-QA: A Systematic Evaluation Corpus for Financial QA Viet Dac Lai Michael Krumdick Charles Lovering Varshini Reddy Craig W. Schmidt Chris Tanner 56 3 0 20 Jun 2024
What Teaches Robots to Walk, Teaches Them to Trade too -- Regime Adaptive Execution using Informed Data and LLMs Raeid Saqur 36 3 0 20 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 44 18 0 18 Jun 2024
When Reasoning Meets Information Aggregation: A Case Study with Sports Narratives Yebowen Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang Wenlin Yao H. Foroosh Dong Yu Fei Liu 45 6 0 17 Jun 2024
Nemotron-4 340B Technical Report Nvidia : Bo Adler Niket Agarwal Ashwath Aithal ... Jimmy Zhang Jing Zhang Vivienne Zhang Yian Zhang Chen Zhu 49 56 0 17 Jun 2024
Generating Tables from the Parametric Knowledge of Language Models Yevgeni Berkovitch Oren Glickman Amit Somech Tomer Wolfson LMTD 54 1 0 16 Jun 2024
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges Yuqi Nie Yaxuan Kong Xiaowen Dong John M. Mulvey H. Vincent Poor Qingsong Wen Stefan Zohren AIFin 45 43 0 15 Jun 2024
HelpSteer2: Open-source dataset for training top-performing reward models Zhilin Wang Yi Dong Olivier Delalleau Jiaqi Zeng Gerald Shen Daniel Egert Jimmy J. Zhang Makesh Narsimhan Sreedhar Oleksii Kuchaiev AI4TS 51 87 0 12 Jun 2024
cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers Anirudh S. Sundar Jin Xu William Gay Christopher Richardson Larry Heck 59 0 0 12 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 46 9 0 10 Jun 2024
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools Avi Caciularu Alon Jacovi Eyal Ben-David Sasha Goldshtein Tal Schuster Jonathan Herzig G. Elidan Amir Globerson LMTD 53 3 0 05 Jun 2024
Luna: An Evaluation Foundation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost Masha Belyi Robert Friel Shuai Shao Atindriyo Sanyal HILM RALM 64 5 0 03 Jun 2024
Case-Based Reasoning Approach for Solving Financial Question Answering Yikyung Kim Jay-Yoon Lee AIMat 29 0 0 18 May 2024
Benchmarking Large Language Models on CFLUE -- A Chinese Financial Language Understanding Evaluation Dataset Jie Zhu Junhui Li Yalong Wen Lifan Guo ELM ALM 38 5 0 17 May 2024
FinTextQA: A Dataset for Long-form Financial Question Answering Jian Chen Peilin Zhou Yining Hua Yingxin Loh Kehui Chen Ziyuan Li Bing Zhu Junwei Liang 37 12 0 16 May 2024
NIFTY Financial News Headlines Dataset Raeid Saqur Ken Kato Nicholas Vinden Frank Rudzicz AIFin 39 1 0 16 May 2024
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering Mengkang Hu Haoyu Dong Ping Luo Shi Han Dongmei Zhang LMTD RALM 44 2 0 13 May 2024
TANQ: An open domain dataset of table answered questions Mubashara Akhtar Chenxi Pang Andreea Marzoca Yasemin Altun Julian Martin Eisenschlos LMTD RALM 49 1 0 13 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 43 157 0 03 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 47 1 0 19 Apr 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 25 15 0 17 Feb 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 75 27 0 25 Jan 2024
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models Ziqiang Yuan Kaiyuan Wang Shoutai Zhu Ye Yuan Jingya Zhou Yanlin Zhu Wenqi Wei 42 5 0 19 Jan 2024
FinanceBench: A New Benchmark for Financial Question Answering Pranab Islam Anand Kannappan Douwe Kiela Rebecca Qian Nino Scherrer Bertie Vidgen RALM 26 72 0 20 Nov 2023