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Papers
Adapting LLM to Multi-lingual ESG Impact and Length Prediction Using In-context Learning and Fine-Tuning with Rationale
COLING 2024
CriticalMinds: Enhancing ML Models for ESG Impact Analysis Categorisation Using Linguistic Resources and Aspect-Based Sentiment Analysis
COLING 2024
ESG Classification by Implicit Rule Learning via GPT-4
COLING 2024
ESG-FTSE: A Corpus of News Articles with ESG Relevance Labels and Use Cases
COLING 2024
ESG-Kor: A Korean Dataset for ESG-related Information Extraction and Practical Use Cases
EMNLP 2024
Fine-tuning Language Models for Predicting the Impact of Events Associated to Financial News Articles
COLING 2024
IMNTPU at ML-ESG-3: Transformer Language Models for Multi-Lingual ESG Impact Type and Duration Classification
COLING 2024
Leveraging Semi-Supervised Learning on a Financial-Specialized Pre-trained Language Model for Multilingual ESG Impact Duration and Type Classification
COLING 2024
A low resource framework for Multi-lingual ESG Impact Type Identification
AACL 2023
Enhancing ESG Impact Type Identification through Early Fusion and Multilingual Models
AACL 2023
ESG Impact Type Classification: Leveraging Strategic Prompt Engineering and LLM Fine-Tuning
AACL 2023
The Risk and Opportunity of Data Augmentation and Translation for ESG News Impact Identification with Language Models
AACL 2023
FinSim4-ESG Shared Task: Learning Semantic Similarities for the Financial Domain. Extended edition to ESG insights
EMNLP 2022
Ranking Environment, Social And Governance Related Concepts And Assessing Sustainability Aspect of Financial Texts
EMNLP 2022
TCS WITM 2022@FinSim4-ESG: Augmenting BERT with Linguistic and Semantic features for ESG data classification
EMNLP 2022
Using Contextual Sentence Analysis Models to Recognize ESG Concepts
EMNLP 2022