Using Bert as the backbone model for lime, designed for NLP task explanation (sentence pair text classification task)

Last update: Jan 18, 2022

Related tags

Overview

Lime

Comparing deep contextualized model for sentences highlighting task. In addition, take the classic explanation model "LIME" with bert-base model as the baseline approach.

Term importance estimation

Bert-LIME (*)

Learning to explain

T5-marks-generation
Bert-seq-labeling

Bert-lime explanation

Owner

JHJu

Research assistant @ cnc Lab, ASCITI

GitHub Repository

fastNLP: A Modularized and Extensible NLP Framework. Currently still in incubation.

fastNLP fastNLP是一款轻量级的自然语言处理（NLP）工具包，目标是快速实现NLP任务以及构建复杂模型。 fastNLP具有如下的特性：统一的Tabular式数据容器，简化数据预处理过程；内置多种数据集的Loader和Pipe，省去预处理代码; 各种方便的NLP工具，例如Embedd

2.8k Jan 01, 2023

Sentiment Analysis Project using Count Vectorizer and TF-IDF Vectorizer

Sentiment Analysis Project This project contains two sentiment analysis programs for Hotel Reviews using a Hotel Reviews dataset from Datafiniti. The

0 Mar 28, 2022

PyTorch Implementation of the paper Single Image Texture Translation for Data Augmentation

SITT The repo contains official PyTorch Implementation of the paper Single Image Texture Translation for Data Augmentation. Authors: Boyi Li Yin Cui T

52 Jan 05, 2023

MHtyper is an end-to-end pipeline for recognized the Forensic microhaplotypes in Nanopore sequencing data.

MHtyper is an end-to-end pipeline for recognized the Forensic microhaplotypes in Nanopore sequencing data. It is implemented using Python.

6 Jun 27, 2022

Example code for "Real-World Natural Language Processing"

Real-World Natural Language Processing This repository contains example code for the book "Real-World Natural Language Processing." AllenNLP (2.5.0 or

303 Dec 17, 2022

Code for CVPR 2021 paper: Revamping Cross-Modal Recipe Retrieval with Hierarchical Transformers and Self-supervised Learning

Revamping Cross-Modal Recipe Retrieval with Hierarchical Transformers and Self-supervised Learning This is the PyTorch companion code for the paper: A

69 Jan 03, 2023

A full spaCy pipeline and models for scientific/biomedical documents.

This repository contains custom pipes and models related to using spaCy for scientific documents. In particular, there is a custom tokenizer that adds

1.3k Jan 03, 2023

A framework for training and evaluating AI models on a variety of openly available dialogue datasets.

ParlAI (pronounced “par-lay”) is a python framework for sharing, training and testing dialogue models, from open-domain chitchat, to task-oriented dia

9.7k Jan 09, 2023

Implementation of TF-IDF algorithm to find documents similarity with cosine similarity

NLP learning Trying to learn NLP to use in my projects! Table of Contents About The Project Built With Getting Started Requirements Run Usage License

3 Aug 25, 2022

Pipeline for chemical image-to-text competition

BMS-Molecular-Translation Introduction This is a pipeline for Bristol-Myers Squibb – Molecular Translation by Vadim Timakin and Maksim Zhdanov. We got

7 Sep 20, 2022

This is a project built for FALLABOUT2021 event under SRMMIC, This project deals with NLP poetry generation.

FALLABOUT-SRMMIC 21 POETRY-GENERATION HINGLISH DESCRIPTION We have developed a NLP(natural language processing) model which automatically generates a

7 Sep 28, 2021

Shared, streaming Python dict

UltraDict Sychronized, streaming Python dictionary that uses shared memory as a backend Warning: This is an early hack. There are only few unit tests

192 Dec 23, 2022

This repository contains the official release of the model "BanglaBERT" and associated downstream finetuning code and datasets introduced in the paper titled "BanglaBERT: Combating Embedding Barrier in Multilingual Models for Low-Resource Language Understanding".

BanglaBERT This repository contains the official release of the model "BanglaBERT" and associated downstream finetuning code and datasets introduced i

197 Dec 25, 2022

Beyond the Imitation Game collaborative benchmark for enormous language models

BIG-bench 🪑 The Beyond the Imitation Game Benchmark (BIG-bench) will be a collaborative benchmark intended to probe large language models, and extrap

1.3k Jan 01, 2023

The model is designed to train a single and large neural network in order to predict correct translation by reading the given sentence.

Neural Machine Translation communication system The model is basically direct to convert one source language to another targeted language using encode

7 Sep 22, 2022

2021海华AI挑战赛·中文阅读理解·技术组·第三名

文字是人类用以记录和表达的最基本工具，也是信息传播的重要媒介。透过文字与符号，我们可以追寻人类文明的起源，可以传播知识与经验，读懂文字是认识与了解的第一步。对于人工智能而言，它的核心问题之一就是认知，而认知的核心则是语义理解。

21 Dec 26, 2022

Seq2seq attn - Use the Seq2Seq method to implement machine translation and introduce Attention mechanism to improve the results

Seq2seq_attn Use the Seq2Seq method to implement machine translation and use the

1 Jun 28, 2022