Cover Image

Large Language Models as Financial Data Annotators: A Study on Effectiveness and Efficiency

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Aguda, Toyin, Siddagangappa, Suchetha, Kochkina, Elena, Kaur, Simerjot, Wang, Dongsheng, Smiley, Charese, Shah, Sameena
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Conservative Bias in Large Language Models: Measuring Relation Predictions
by: Aguda, Toyin, et al.
Published: (2025)

FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking
by: Magomere, Jabez, et al.
Published: (2025)

FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline
by: Singh, Kuldeep, et al.
Published: (2024)

A Variational Approach for Mitigating Entity Bias in Relation Extraction
by: Mensah, Samuel, et al.
Published: (2025)

AI Analyst: Framework and Comprehensive Evaluation of Large Language Models for Financial Time Series Report Generation
by: Fons, Elizabeth, et al.
Published: (2025)

Grounding LLM Reasoning with Knowledge Graphs
by: Amayuelas, Alfonso, et al.
Published: (2025)

Distill and Align Decomposition for Enhanced Claim Verification
by: Magomere, Jabez, et al.
Published: (2026)

How Reliable are Confidence Estimators for Large Reasoning Models? A Systematic Benchmark on High-Stakes Domains
by: Khanmohammadi, Reza, et al.
Published: (2026)

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking
by: Khanmohammadi, Reza, et al.
Published: (2026)

Calibrating LLM Confidence by Probing Perturbed Representation Stability
by: Khanmohammadi, Reza, et al.
Published: (2025)

DocGraphLM: Documental Graph Language Model for Information Extraction
by: Wang, Dongsheng, et al.
Published: (2024)

WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction
by: Liu, Chengzhi, et al.
Published: (2026)

From Pixels to Predictions: Spectrogram and Vision Transformer for Better Time Series Forecasting
by: Zeng, Zhen, et al.
Published: (2024)

TreeForm: End-to-end Annotation and Evaluation for Form Document Parsing
by: Zmigrod, Ran, et al.
Published: (2024)

LAW: Legal Agentic Workflows for Custody and Fund Services Contracts
by: Watson, William, et al.
Published: (2024)

The Influence of Biomedical Research on Future Business Funding: Analyzing Scientific Impact and Content in Industrial Investments
by: Khanmohammadi, Reza, et al.
Published: (2024)

Identifying Multiple Personalities in Large Language Models with External Evaluation
by: Song, Xiaoyang, et al.
Published: (2024)

DocLLM: A layout-aware generative language model for multimodal document understanding
by: Wang, Dongsheng, et al.
Published: (2023)

Large Language Models Are Effective Human Annotation Assistants, But Not Good Independent Annotators
by: Gu, Feng, et al.
Published: (2025)

Large Language Models for Data Annotation and Synthesis: A Survey
by: Tan, Zhen, et al.
Published: (2024)

Deep FinResearch Bench: Evaluating AI's Ability to Conduct Professional Financial Investment Research
by: Haque, Mirazul, et al.
Published: (2026)

Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling
by: Tseriotou, Talia, et al.
Published: (2023)

Can Large Language Models Follow Concept Annotation Guidelines? A Case Study on Scientific and Financial Domains
by: Fonseca, Marcio, et al.
Published: (2023)

Beyond the Reported Cutoff: Where Large Language Models Fall Short on Financial Knowledge
by: Shah, Agam, et al.
Published: (2025)

Echoes of Agreement: Argument Driven Opinion Shifts in Large Language Models
by: Kaur, Avneet
Published: (2025)

CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation
by: Li, Minzhi, et al.
Published: (2023)

Effectiveness of Counter-Speech against Abusive Content: A Multidimensional Annotation and Classification Study
by: Damo, Greta, et al.
Published: (2025)

Financial Knowledge Large Language Model
by: Yang, Cehao, et al.
Published: (2024)

Intertextual Parallel Detection in Biblical Hebrew: A Transformer-Based Benchmark
by: Smiley, David M.
Published: (2025)

Large Language Models as Annotators for Machine Translation Quality Estimation
by: Wang, Sidi, et al.
Published: (2026)

Evaluating Large Language Models as Expert Annotators
by: Tseng, Yu-Min, et al.
Published: (2025)

Log Summarisation for Defect Evolution Analysis
by: Dolga, Rares, et al.
Published: (2024)

Measuring Large Language Models Capacity to Annotate Journalistic Sourcing
by: Vincent, Subramaniam, et al.
Published: (2024)

Bilingual Rhetorical Structure Parsing with Large Parallel Annotations
by: Chistova, Elena
Published: (2024)

No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks
by: Hu, Gang, et al.
Published: (2024)

Effective Demonstration Annotation for In-Context Learning via Language Model-Based Determinantal Point Process
by: Wang, Peng, et al.
Published: (2024)

Structural Pruning of Large Vision Language Models: A Comprehensive Study on Pruning Dynamics, Recovery, and Data Efficiency
by: Huang, Yiran, et al.
Published: (2026)

Best Practices for Text Annotation with Large Language Models
by: Törnberg, Petter
Published: (2024)

Rethinking Emotion Annotations in the Era of Large Language Models
by: Niu, Minxue, et al.
Published: (2024)

Large Language Models as Automatic Annotators and Annotation Adjudicators for Fine-Grained Opinion Analysis
by: Negi, Gaurav, et al.
Published: (2026)