poteminr / instruct-ner
Instruct LLMs for flat and nested NER. Fine-tuning Llama and Mistral models for instruction named entity recognition. (Instruction NER)
☆80Updated 10 months ago
Alternatives and similar repositories for instruct-ner:
Users that are interested in instruct-ner are comparing it to the libraries listed below
- Unofficial implementation of paper "InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER" (https://arxiv.…☆37Updated last year
- ☆358Updated last year
- A Simple but Powerful SOTA NER Model | Official Code For Label Supervised LLaMA Finetuning☆153Updated last year
- Code for the paper "PromptNER: Prompt Locating and Typing for Named Entity Recognition", accepted at ACL 2023.☆92Updated last year
- NEREL-BIO: A Dataset of Biomedical Abstracts Annotated with Nested Named Entities☆21Updated this week
- Retrieval-Augmented Generation-based Relation Extraction☆37Updated last month
- Rethinking Negative Instances for Generative Named Entity Recognition [ACL 2024 Findings]☆49Updated last year
- Tool for converting LLMs from uni-directional to bi-directional by removing causal mask for tasks like classification and sentence embedd…☆57Updated 3 months ago
- Comparing the Performance of LLMs: A Deep Dive into Roberta, Llama, and Mistral for Disaster Tweets Analysis with Lora☆51Updated last year
- ☆90Updated last year
- This is a meta-model distilled from LLMs for information extraction. This is an intermediate checkpoint that can be well-transferred to a…☆27Updated last month
- A multi-purpose toolkit for table-to-text generation: web interface, Python bindings, CLI commands.☆55Updated 10 months ago
- ☆240Updated last year
- PyTorch implementation and pre-trained models for ASP - Autoregressive Structured Prediction with Language Models, EMNLP 22. https://arxi…☆105Updated last year
- Unofficial implementation of QaNER: Prompting Question Answering Models for Few-shot Named Entity Recognition.☆65Updated 2 years ago
- An Evaluation of ChatGPT on Information Extraction task, including Named Entity Recognition (NER), Relation Extraction (RE), Event Extrac…☆132Updated last year
- Official code for our paper "An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction" which will be published …☆51Updated last year
- [NAACL'24] Dataset, code and models for "TableLlama: Towards Open Large Generalist Models for Tables".☆127Updated 10 months ago
- Guideline following Large Language Model for Information Extraction☆355Updated 5 months ago
- Source code of the paper: RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering [F…☆62Updated 10 months ago
- Two approaches for robust TableQA: 1) ITR is a general-purpose retrieval-based approach for handling long tables in TableQA transformer m…☆38Updated last year
- 🪞A powerful toolkit for almost all the Information Extraction tasks.☆117Updated last year
- We identify the desiderata for a comprehensive benchmark and propose Visually Rich Document Understanding (VRDU). VRDU contains two datas…☆79Updated 2 years ago
- Bi-encoder entity linking architecture☆44Updated 6 months ago
- Code and dataset for the emnlp paper titled Instruct and Extract: Instruction Tuning for On-Demand Information Extraction☆51Updated last year
- A Framework for Textual Entailment based Zero Shot text classification☆153Updated last year
- GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embeddings☆39Updated last year
- Dense X Retrieval: What Retrieval Granularity Should We Use?☆152Updated last year
- ☆22Updated last year
- Fine-tuning of Flan-5T LLM for text classification 🤖 focuses on adapting a state-of-the-art language model to enhance its ability to cla…☆38Updated 5 months ago