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Enhancing Retrieval for ESGLLM via ESG-CID -- A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS
Paper • 2503.10674 • Published • 3 -
ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge
Paper • 2506.01646 • Published • 2 -
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs
Paper • 2406.19102 • Published • 1 -
Improving Retrieval for RAG based Question Answering Models on Financial Documents
Paper • 2404.07221 • Published
Guille Pérez-Torró
guishe
AI & ML interests
Information Retrieval, Few-Shot Learning, Named Entity Recognition, Named Entity Disambiguation, Semantic Search, Aspect-based Sentiment Analysis
Recent Activity
liked a dataset 3 days ago
uv-scripts/ocr upvoted an article 21 days ago
Training and Finetuning Multi-Vector Embedding Models with Sentence Transformers upvoted a paper 3 months ago
Autodata: An agentic data scientist to create high quality synthetic dataOrganizations
Multimodal Embeddings
Reasoning LLMs
ReRanker Encoder-only Models
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jinaai/jina-reranker-v2-base-multilingual
Text Ranking • 0.3B • Updated • 1.03M • 355 -
BAAI/bge-reranker-v2-m3
Text Classification • 0.6B • Updated • 17.4M • • 1.21k -
mixedbread-ai/mxbai-rerank-base-v1
Text Ranking • 0.2B • Updated • 47.1k • 47 -
mixedbread-ai/mxbai-rerank-large-v1
Text Ranking • 0.4B • Updated • 29.4k • 144
Embedding Encoder-only Models
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BAAI/bge-m3
Sentence Similarity • Updated • 37.3M • • 3.59k -
BAAI/bge-large-en-v1.5
Feature Extraction • 0.3B • Updated • 10.9M • • 741 -
nomic-ai/nomic-embed-text-v1.5
Sentence Similarity • 0.1B • Updated • 14.3M • 936 -
mixedbread-ai/mxbai-embed-large-v1
Feature Extraction • 0.3B • Updated • 2.28M • • 825
Summarization
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Falconsai/text_summarization
Summarization • 60.5M • Updated • 53.9k • • 314 -
knkarthick/MEETING-SUMMARY-BART-LARGE-XSUM-SAMSUM-DIALOGSUM
Summarization • 0.4B • Updated • 174 • 13 -
knkarthick/MEETING-SUMMARY-BART-LARGE-XSUM-SAMSUM-DIALOGSUM-AMI
Summarization • 0.4B • Updated • 101 • 17 -
BEE-spoke-data/pegasus-x-base-synthsumm_open-16k
Summarization • 0.3B • Updated • 88 • 3
Instruct LLMs
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instruction-pretrain/finance-Llama3-8B
Text Generation • 8B • Updated • 7.01k • • 82 -
EmergentMethods/Phi-3-mini-4k-instruct-graph
Text Generation • 4B • Updated • 2 • 49 -
nvidia/Llama-3.1-Nemotron-70B-Instruct-HF
Text Generation • 71B • Updated • 14.6k • • 2.07k -
unsloth/Llama-3.2-3B-Instruct-unsloth-bnb-4bit
Text Generation • 3B • Updated • 58.5k • 10
Multi-Vector Embedding Models
LLM-as-a-Judge
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AtlaAI/Selene-1-Mini-Llama-3.1-8B
Text Generation • 8B • Updated • 7k • • 107 -
AtlaAI/Selene-1-Mini-Llama-3.1-8B-Q4_K_M-GGUF
Text Generation • 8B • Updated • 1.34k • 8 -
flowaicom/Flow-Judge-v0.1
Text Generation • 4B • Updated • 1.79k • 71 -
prometheus-eval/prometheus-7b-v2.0
Text Generation • 7B • Updated • 12.5k • • 109
Zero-Shot Entailment Models
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MoritzLaurer/bge-m3-zeroshot-v2.0
Zero-Shot Classification • 0.6B • Updated • 117k • • 70 -
MoritzLaurer/deberta-v3-large-zeroshot-v2.0
Zero-Shot Classification • 0.4B • Updated • 152k • • 139 -
MoritzLaurer/ModernBERT-base-zeroshot-v2.0
Text Classification • 0.1B • Updated • 3.62k • • 19 -
MoritzLaurer/ModernBERT-large-zeroshot-v2.0
Text Classification • 0.4B • Updated • 24.1k • • 72
NER Encoder-only Models
This collections gathers several NER models. Either fine-tuned versions for specific tasks or generic backbone models ready to be fine-tuned.
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guishe/nuner-v1_orgs
Token Classification • 0.1B • Updated • 520 • 2 -
guishe/span-marker-generic-ner-v1-fewnerd-fine-super
Token Classification • 0.1B • Updated • 3.94k • 13 -
protectai/guishe-nuner-v1_orgs-onnx
Token Classification • Updated • 257 -
guishe/nuner-v1_fewnerd_fine_super
Token Classification • 0.1B • Updated • 16
Small LLMs
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microsoft/Phi-3-mini-4k-instruct
Text Generation • 4B • Updated • 388k • • 1.46k -
google/gemma-2-2b-it
Text Generation • 3B • Updated • 678k • • 1.52k -
nvidia/Nemotron-Mini-4B-Instruct
Text Generation • Updated • 88.7k • 187 -
HuggingFaceTB/SmolLM2-360M-Instruct
Text Generation • 0.4B • Updated • 302k • 222
Part-of-Speech Tagging
papers_ESG
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Enhancing Retrieval for ESGLLM via ESG-CID -- A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS
Paper • 2503.10674 • Published • 3 -
ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge
Paper • 2506.01646 • Published • 2 -
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs
Paper • 2406.19102 • Published • 1 -
Improving Retrieval for RAG based Question Answering Models on Financial Documents
Paper • 2404.07221 • Published
Multi-Vector Embedding Models
Multimodal Embeddings
LLM-as-a-Judge
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AtlaAI/Selene-1-Mini-Llama-3.1-8B
Text Generation • 8B • Updated • 7k • • 107 -
AtlaAI/Selene-1-Mini-Llama-3.1-8B-Q4_K_M-GGUF
Text Generation • 8B • Updated • 1.34k • 8 -
flowaicom/Flow-Judge-v0.1
Text Generation • 4B • Updated • 1.79k • 71 -
prometheus-eval/prometheus-7b-v2.0
Text Generation • 7B • Updated • 12.5k • • 109
Reasoning LLMs
Zero-Shot Entailment Models
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MoritzLaurer/bge-m3-zeroshot-v2.0
Zero-Shot Classification • 0.6B • Updated • 117k • • 70 -
MoritzLaurer/deberta-v3-large-zeroshot-v2.0
Zero-Shot Classification • 0.4B • Updated • 152k • • 139 -
MoritzLaurer/ModernBERT-base-zeroshot-v2.0
Text Classification • 0.1B • Updated • 3.62k • • 19 -
MoritzLaurer/ModernBERT-large-zeroshot-v2.0
Text Classification • 0.4B • Updated • 24.1k • • 72
ReRanker Encoder-only Models
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jinaai/jina-reranker-v2-base-multilingual
Text Ranking • 0.3B • Updated • 1.03M • 355 -
BAAI/bge-reranker-v2-m3
Text Classification • 0.6B • Updated • 17.4M • • 1.21k -
mixedbread-ai/mxbai-rerank-base-v1
Text Ranking • 0.2B • Updated • 47.1k • 47 -
mixedbread-ai/mxbai-rerank-large-v1
Text Ranking • 0.4B • Updated • 29.4k • 144
NER Encoder-only Models
This collections gathers several NER models. Either fine-tuned versions for specific tasks or generic backbone models ready to be fine-tuned.
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guishe/nuner-v1_orgs
Token Classification • 0.1B • Updated • 520 • 2 -
guishe/span-marker-generic-ner-v1-fewnerd-fine-super
Token Classification • 0.1B • Updated • 3.94k • 13 -
protectai/guishe-nuner-v1_orgs-onnx
Token Classification • Updated • 257 -
guishe/nuner-v1_fewnerd_fine_super
Token Classification • 0.1B • Updated • 16
Embedding Encoder-only Models
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BAAI/bge-m3
Sentence Similarity • Updated • 37.3M • • 3.59k -
BAAI/bge-large-en-v1.5
Feature Extraction • 0.3B • Updated • 10.9M • • 741 -
nomic-ai/nomic-embed-text-v1.5
Sentence Similarity • 0.1B • Updated • 14.3M • 936 -
mixedbread-ai/mxbai-embed-large-v1
Feature Extraction • 0.3B • Updated • 2.28M • • 825
Small LLMs
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microsoft/Phi-3-mini-4k-instruct
Text Generation • 4B • Updated • 388k • • 1.46k -
google/gemma-2-2b-it
Text Generation • 3B • Updated • 678k • • 1.52k -
nvidia/Nemotron-Mini-4B-Instruct
Text Generation • Updated • 88.7k • 187 -
HuggingFaceTB/SmolLM2-360M-Instruct
Text Generation • 0.4B • Updated • 302k • 222
Summarization
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Falconsai/text_summarization
Summarization • 60.5M • Updated • 53.9k • • 314 -
knkarthick/MEETING-SUMMARY-BART-LARGE-XSUM-SAMSUM-DIALOGSUM
Summarization • 0.4B • Updated • 174 • 13 -
knkarthick/MEETING-SUMMARY-BART-LARGE-XSUM-SAMSUM-DIALOGSUM-AMI
Summarization • 0.4B • Updated • 101 • 17 -
BEE-spoke-data/pegasus-x-base-synthsumm_open-16k
Summarization • 0.3B • Updated • 88 • 3
Part-of-Speech Tagging
Instruct LLMs
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instruction-pretrain/finance-Llama3-8B
Text Generation • 8B • Updated • 7.01k • • 82 -
EmergentMethods/Phi-3-mini-4k-instruct-graph
Text Generation • 4B • Updated • 2 • 49 -
nvidia/Llama-3.1-Nemotron-70B-Instruct-HF
Text Generation • 71B • Updated • 14.6k • • 2.07k -
unsloth/Llama-3.2-3B-Instruct-unsloth-bnb-4bit
Text Generation • 3B • Updated • 58.5k • 10