thunlp/KnowledgeablePromptTuning

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thunlp/KnowledgeablePromptTuning

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kpt code

KPT source code

Here is the source code for our ACL 2022 paper Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification

install openprompt

Please install via git clone. This helps keep the dataset downloading scripts.

git clone [email protected]:thunlp/OpenPrompt.git
cd OpenPrompt
python setup.py install

Download the dataset

cd OpenPrompt/datasets
bash download_text_classification.sh

Run the scripts

for fewshot experiment

bash scripts/run_fewshot.sh

for zeroshot experiment

bash scripts/run_zeroshot.sh

for pilot experiment in appendix

bash scripts/run_pilot.sh

The possible arguments in the scripts are in the comment of the scripts. Please choose the combination according to your need.

GNNPapers

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WantWords

An open-source online reverse dictionary.

OpenPrompt

An Open-Source Framework for Prompt-Learning.

OpenNRE

An Open-Source Package for Neural Relation Extraction (NRE)

PromptPapers

Must-read papers on prompt-based tuning for pre-trained language models.

OpenKE

An Open-Source Package for Knowledge Embedding (KE)

PLMpapers

Must-read Papers on pre-trained language models.

NRLPapers

Must-read papers on network representation learning (NRL) / network embedding (NE)

UltraChat

Large-scale, Informative, and Diverse Multi-round Chat Data (and Models)

THULAC-Python

An Efficient Lexical Analyzer for Chinese

OpenNE

An Open-Source Package for Network Embedding (NE)

KRLPapers

Must-read papers on knowledge representation learning (KRL) / knowledge embedding (KE)

TAADpapers

Must-read Papers on Textual Adversarial Attack and Defense

ERNIE

Source code and dataset for ACL 2019 paper "ERNIE: Enhanced Language Representation with Informative Entities"

KB2E

Knowledge Graph Embeddings including TransE, TransH, TransR and PTransE

NREPapers

Must-read papers on neural relation extraction (NRE)

OpenDelta

A plug-and-play library for parameter-efficient-tuning (Delta Tuning)

WebCPM

Official codes for ACL 2023 paper "WebCPM: Interactive Web Search for Chinese Long-form Question Answering"

OpenCLaP

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RCPapers

Must-read papers on Machine Reading Comprehension

ToolLearningPapers

NRE

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THULAC

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FewRel

A Large-Scale Few-Shot Relation Extraction Dataset

THUOCL

THUOCL（THU Open Chinese Lexicon）中文词库

Chinese_Rumor_Dataset

中文谣言数据

OpenAttack

An Open-Source Package for Textual Adversarial Attack.

DocRED

Dataset and codes for ACL 2019 DocRED: A Large-Scale Document-Level Relation Extraction Dataset.

OpenHowNet

Core Data of HowNet and OpenHowNet Python API

TensorFlow-TransX

An implementation of TransE and its extended models for Knowledge Representation Learning on TensorFlow

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Must-read Papers on Legal Intelligence

CAIL

Chinese AI & Law Challenge

OpenMatch

An Open-Source Package for Information Retrieval.

BERT-KPE

Fast-TransX

An Efficient implementation of TransE and its extended models for Knowledge Representation Learning

TensorFlow-Summarization

Few-NERD

Code and data of ACL 2021 paper "Few-NERD: A Few-shot Named Entity Recognition Dataset"

SOS4NLP

Survey of Surveys for Natural Language Processing (SOS4NLP)

THULAC-Java

An Efficient Lexical Analyzer for Chinese

BMCourse

The repo for Tsinghua summer course: Interdisciplinary Seminar on Big Models

InfLLM

The code of our paper "InfLLM: Unveiling the Intrinsic Capacity of LLMs for Understanding Extremely Long Sequences with Training-Free Memory"

NSC

Neural Sentiment Classification

LLaVA-UHD

LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images

DeltaPapers

Must-read Papers of Parameter-Efficient Tuning (Delta Tuning) Methods on Pre-trained Models.

Chinese_NRE

Source code for ACL 2019 paper "Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge"

PL-Marker

Source code for "Packed Levitated Marker for Entity and Relation Extraction"

LEGENT

Open Platform for Embodied Agents

SE-WRL

Improved Word Representation Learning with Sememes

SCPapers

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THUCTC

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CANE

Source code and datasets of "CANE: Context-Aware Network Embedding for Relation Modeling"

JointNRE

Joint Neural Relation Extraction with Text and KGs

HATT-Proto

Code and dataset of AAAI2019 paper Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification

LegalPLMs

Source code and checkpoints for legal pre-trained language models.

NLP-THU

NLP Course Material & QA

KernelGAT

The source codes for Fine-grained Fact Verification with Kernel Graph Attention Network.

PTR

Prompt Tuning with Rules

EntityDuetNeuralRanking

Entity-Duet Neural Ranking Model

OOP-THU

OOP Course Material & QA

OpenBackdoor

An open-source toolkit for textual backdoor attack and defense (NeurIPS 2022 D&B, Spotlight)

Auto_CLIWC

Code for Chinese LIWC Lexicon Expansion via Hierarchical Classification of Word Embeddings with Sememe Attention (AAAI18)

attribute_charge

The source code of our COLING'18 paper "Few-Shot Charge Prediction with Discriminative Legal Attributes".

ConceptFlow

THUCKE

THU Chinese Keyphrase Extraction Toolkit

CAIL2018

Neural-Snowball

Code and dataset of AAAI2020 Paper Neural Snowball for Few-Shot Relation Learning

KR-EAR

Knowledge Representation Learning with Entities, Attributes and Relations

ChatEval

Codes for our paper "ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate"

MultiRD

Code and data of the AAAI-20 paper "Multi-channel Reverse Dictionary Model"

TransNet

Source code and datasets of IJCAI2017 paper "TransNet: Translation-Based Network Representation Learning for Social Relation Extraction".

Jupyter Notebook

RE-Context-or-Names

Bert-based models(BERT, MTB, CP) for relation extraction.

AGE

Source code and dataset for KDD 2020 paper "Adaptive Graph Encoder for Attributed Graph Embedding"

TopJudge

Prompt-Transferability

On Transferability of Prompt Tuning for Natural Language Processing

GEAR

Source code for ACL 2019 paper "GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification"

HNRE

Hierarchical Neural Relation Extraction

LEVEN

Source code and dataset for ACL2022 Findings Paper "LEVEN: A Large-Scale Chinese Legal Event Detection dataset"

SememePSO-Attack

Code and data of the ACL 2020 paper "Word-level Textual Adversarial Attacking as Combinatorial Optimization"

HMEAE

Source code for EMNLP-IJCNLP 2019 paper "HMEAE: Hierarchical Modular Event Argument Extraction".

XQA

Dataset and baseline for ACL 2019 paper "XQA: A Cross-lingual Open-domain Question Answering Dataset"

ERICA

Source code for ACL 2021 paper "ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning"

CLAIM

TKRL

Representation Learning of Knowledge Graphs with Hierarchical Types (IJCAI-2016)

TLNN

Source code for EMNLP-IJCNLP 2019 paper "Event Detection with Trigger-Aware Lattice Neural Network".

NeuIRPapers

Must-read Papers on Neural Information Retrieval

MMDW

Max-margin DeepWalk

KV-PLM

Source code for "A Deep-learning System Bridging Molecule Structure and Biomedical Text with Comprehension Comparable to Human Professionals"

KNET

Neural Entity Typing with Knowledge Attention

SelectiveMasking

Source code for "Train No Evil: Selective Masking for Task-Guided Pre-Training"

MoEfication

Adv-ED

Source code and dataset for NAACL 2019 paper "Adversarial Training for Weakly Supervised Event Detection".

CorefBERT

Source code for EMNLP 2020 paper "Coreferential Reasoning Learning for Language Representation"

ConversationQueryRewriter

Code and Data for SIGIR 2020 Paper "Few-Shot Generative Conversational Query Rewriting"

Ouroboros

Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)

MuGNN

Source code for ACL2019 paper "Multi-Channel Graph Neural Network for Entity Alignment".

sememe_prediction

Codes for Lexical Sememe Prediction via Word Embeddings and Matrix Factorization (IJCAI 2017).

DIAG-NRE

Source code for ACL 2019 paper "DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation Extraction".

topical_word_embeddings

Topical Word Embeddings

QuoteR

Official code and data of the ACL 2022 paper "QuoteR: A Benchmark of Quote Recommendation for Writing"

paragraph2vec

Paragraph Vector Implementation