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NLP has become much more interesting!

Ehud Reiter

Papers mentioned in blogs I have talked about some of the 2023 papers which impressed me in previous blogs, including What LLMs cannot do A bad way to measure hallucination LLM hype brings memories of IBM Watson Future of NLG evaluation: LLMs and high quality human eval? Which is great! D Demszky et al (2023).

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Researchers at UC Berkeley Developed DocETL: An Open-Source Low-Code AI System for LLM-Powered Data Processing

Marktechpost

Natural language processing (NLP) tools may offer some capabilities but fall short when processing complex documents that require higher-level understanding. DocETL operates by ingesting documents and following a multi-step pipeline that includes document preprocessing, feature extraction, and LLM-based operations for in-depth analysis.

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Improve factual consistency with LLM Debates

AWS Machine Learning Blog

In this post, we demonstrate the potential of large language model (LLM) debates using a supervised dataset with ground truth. In this LLM debate, we have two debater LLMs, each one taking one side of an argument and defending it based on the previous arguments for N(=3) rounds. The arguments are saved for a judge LLM to review.

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Legal NLP releases new LLM demos, LLM-based Question Answering, Longformer and Camembert models , Greek Regulation Classification and notebooks and demos

John Snow Labs

Legal NLP 1.14 comes with a lot of new capabilities added to the 926+ models and 125+ Language Models already available in previous versions of the library. Demo available here. Example of NER on specific NDA clauses Summary of the agreement in 4 lines Subpoenas: Carry out NER on subpoenas using Legal NLP.

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Healthcare NLP 5.0.2 announcement

John Snow Labs

We are delighted to announce a suite of remarkable enhancements and updates in our latest release of Healthcare NLP. With the integration of a state-of-the-art LLM, this annotator opens new possibilities for enhanced data retrieval and manipulation, streamlining your workflow and boosting efficiency.

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Finance NLP releases QA-based on Financial Alpaca and FIQA datasets, new LLM demos, new Financial Sentiment Models and Visual NER.

John Snow Labs

John Snow Labs Finance NLP 1.14 This includes questions and queries: LLM demos A new demo has been released showcasing how to use Flan-T5 models, finetuned on legal texts to carry out summarization , text generation and question answering. Demo available here. Don’t foger to check our notebooks and demos.

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MetaGPT: Complete Guide to the Best AI Agent Available Right Now

Unite.AI

Last time we delved into AutoGPT and GPT-Engineering , the early mainstream open-source LLM-based AI agents designed to automate complex tasks. Enter MetaGPT — a Multi-agent system that utilizes Large Language models by Sirui Hong fuses Standardized Operating Procedures (SOPs) with LLM-based multi-agent systems.

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