Parameter-Efficient Instruction Tuning of Large Language Models For Extreme Financial Numeral Labelling
Fuente:
arXiv
Saved in:
| Main Authors: | Khatuya, Subhendu, Mukherjee, Rajdeep, Ghosh, Akash, Hegde, Manjunath, Dasgupta, Koustuv, Ganguly, Niloy, Ghosh, Saptarshi, Goyal, Pawan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Instruction-Guided Bullet Point Summarization of Long Financial Earnings Call Transcripts
by: Khatuya, Subhendu, et al.
Published: (2024)
by: Khatuya, Subhendu, et al.
Published: (2024)
Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval
by: Khatuya, Subhendu, et al.
Published: (2025)
by: Khatuya, Subhendu, et al.
Published: (2025)
Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification
by: Khatuya, Subhendu, et al.
Published: (2025)
by: Khatuya, Subhendu, et al.
Published: (2025)
How COVID-19 has Impacted the Anti-Vaccine Discourse: A Large-Scale Twitter Study Spanning Pre-COVID and Post-COVID Era
by: Poddar, Soham, et al.
Published: (2024)
by: Poddar, Soham, et al.
Published: (2024)
How Robust are the Tabular QA Models for Scientific Tables? A Study using Customized Dataset
by: Ghosh, Akash, et al.
Published: (2024)
by: Ghosh, Akash, et al.
Published: (2024)
XBRLTagRec: Domain-Specific Fine-Tuning and Zero-Shot Re-Ranking with LLMs for Extreme Financial Numeral Labeling
by: Hu, Gang, et al.
Published: (2026)
by: Hu, Gang, et al.
Published: (2026)
Sponsored is the New Organic: Implications of Sponsored Results on Quality of Search Results in the Amazon Marketplace
by: Dash, Abhisek, et al.
Published: (2024)
by: Dash, Abhisek, et al.
Published: (2024)
MatSciRE: Leveraging Pointer Networks to Automate Entity and Relation Extraction for Material Science Knowledge-base Construction
by: Mullick, Ankan, et al.
Published: (2024)
by: Mullick, Ankan, et al.
Published: (2024)
Adaptation of Embedding Models to Financial Filings via LLM Distillation
by: Brenner, Eliot, et al.
Published: (2025)
by: Brenner, Eliot, et al.
Published: (2025)
Advantages of Domain Knowledge Injection for Legal Document Summarization: A Case Study on Summarizing Indian Court Judgments in English and Hindi
by: Datta, Debtanu, et al.
Published: (2026)
by: Datta, Debtanu, et al.
Published: (2026)
ILSIC: Corpora for Identifying Indian Legal Statutes from Queries by Laypeople
by: Paul, Shounak, et al.
Published: (2026)
by: Paul, Shounak, et al.
Published: (2026)
Order-Based Pre-training Strategies for Procedural Text Understanding
by: Nandy, Abhilash, et al.
Published: (2024)
by: Nandy, Abhilash, et al.
Published: (2024)
Quantum Computing for Financial Transformation: A Review of Optimisation, Pricing, Risk, Machine Learning, and Post-Quantum Security
by: Gong, Hui, et al.
Published: (2026)
by: Gong, Hui, et al.
Published: (2026)
JaFIn: Japanese Financial Instruction Dataset
by: Tanabe, Kota, et al.
Published: (2024)
by: Tanabe, Kota, et al.
Published: (2024)
Effect of Leaders Voice on Financial Market: An Empirical Deep Learning Expedition on NASDAQ, NSE, and Beyond
by: Das, Arijit, et al.
Published: (2024)
by: Das, Arijit, et al.
Published: (2024)
Efficient Parameter Calibration of Numerical Weather Prediction Models via Evolutionary Sequential Transfer Optimization
by: Fang, Heping, et al.
Published: (2026)
by: Fang, Heping, et al.
Published: (2026)
Modeling of Measurement Error in Financial Returns Data
by: Jasra, Ajay, et al.
Published: (2024)
by: Jasra, Ajay, et al.
Published: (2024)
FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging
by: Tang, Zichen, et al.
Published: (2025)
by: Tang, Zichen, et al.
Published: (2025)
Parameter Efficient Fine-Tuning for Deep Learning-Based Full-Waveform Inversion
by: Ghosal, Koustav, et al.
Published: (2024)
by: Ghosal, Koustav, et al.
Published: (2024)
Identifying and Quantifying Financial Bubbles with the Hyped Log-Periodic Power Law Model
by: Cao, Zheng, et al.
Published: (2025)
by: Cao, Zheng, et al.
Published: (2025)
Graph Neural Network Assisted Genetic Algorithm for Structural Dynamic Response and Parameter Optimization
by: Mukherjee, Sagnik, et al.
Published: (2025)
by: Mukherjee, Sagnik, et al.
Published: (2025)
DeTEcT: Dynamic and Probabilistic Parameters Extension
by: Sadykhov, Rem, et al.
Published: (2024)
by: Sadykhov, Rem, et al.
Published: (2024)
Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models
by: Poddar, Soham, et al.
Published: (2025)
by: Poddar, Soham, et al.
Published: (2025)
BASIR: Budget-Assisted Sectoral Impact Ranking -- A Dataset for Sector Identification and Performance Prediction Using Language Models
by: Ghosh, Sohom, et al.
Published: (2025)
by: Ghosh, Sohom, et al.
Published: (2025)
Machine Learning Methods for Pricing Financial Derivatives
by: Fan, Lei, et al.
Published: (2024)
by: Fan, Lei, et al.
Published: (2024)
Aligning LLMs with Human Instructions and Stock Market Feedback in Financial Sentiment Analysis
by: Zhao, Zijie, et al.
Published: (2024)
by: Zhao, Zijie, et al.
Published: (2024)
Can Large Language Models Effectively Process and Execute Financial Trading Instructions?
by: Kang, Yu, et al.
Published: (2024)
by: Kang, Yu, et al.
Published: (2024)
AI-Trader: Benchmarking Autonomous Agents in Real-Time Financial Markets
by: Fan, Tianyu, et al.
Published: (2025)
by: Fan, Tianyu, et al.
Published: (2025)
CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications
by: Cao, Yupeng, et al.
Published: (2024)
by: Cao, Yupeng, et al.
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)
by: Hu, Gang, et al.
Published: (2024)
Noise-Robust Financial Numerical Entity Attribute Tagging
by: Lu, Hsin-Min, et al.
Published: (2026)
by: Lu, Hsin-Min, et al.
Published: (2026)
Numerical Claim Detection in Finance: A New Financial Dataset, Weak-Supervision Model, and Market Analysis
by: Shah, Agam, et al.
Published: (2024)
by: Shah, Agam, et al.
Published: (2024)
UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models
by: Yang, Yuzhe, et al.
Published: (2024)
by: Yang, Yuzhe, et al.
Published: (2024)
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
by: Huang, Jimin, et al.
Published: (2024)
by: Huang, Jimin, et al.
Published: (2024)
The Statistical Significance of the Inclusion of Graph Neural Networks in the Financial Time Series Forecasting Problem
by: Gregnanin, Marco, et al.
Published: (2026)
by: Gregnanin, Marco, et al.
Published: (2026)
SeQwen at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains
by: Purbey, Jebish, et al.
Published: (2024)
by: Purbey, Jebish, et al.
Published: (2024)
Brevity is the soul of sustainability: Characterizing LLM response lengths
by: Poddar, Soham, et al.
Published: (2025)
by: Poddar, Soham, et al.
Published: (2025)
All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection
by: Jiang, Yuechen, et al.
Published: (2026)
by: Jiang, Yuechen, et al.
Published: (2026)
IDALC: A Semi-Supervised Framework for Intent Detection and Active Learning based Correction
by: Mullick, Ankan, et al.
Published: (2025)
by: Mullick, Ankan, et al.
Published: (2025)
Beyond the Numbers: Causal Effects of Financial Report Sentiment on Bank Profitability
by: Neupane, Krishna, et al.
Published: (2026)
by: Neupane, Krishna, et al.
Published: (2026)
Similar Items
-
Instruction-Guided Bullet Point Summarization of Long Financial Earnings Call Transcripts
by: Khatuya, Subhendu, et al.
Published: (2024) -
Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval
by: Khatuya, Subhendu, et al.
Published: (2025) -
Label-semantics Aware Generative Approach for Domain-Agnostic Multilabel Classification
by: Khatuya, Subhendu, et al.
Published: (2025) -
How COVID-19 has Impacted the Anti-Vaccine Discourse: A Large-Scale Twitter Study Spanning Pre-COVID and Post-COVID Era
by: Poddar, Soham, et al.
Published: (2024) -
How Robust are the Tabular QA Models for Scientific Tables? A Study using Customized Dataset
by: Ghosh, Akash, et al.
Published: (2024)