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General AI
AI Safety and Transparency including Explainable AI (XAI):
Foundation Model Transparency Index (FMTI)
Fair-LLM-Benchmark ("Bias and Fairness in Large Language Models: A Survey" 2024)
Aequitas: Bias Auditing & "Correction" Toolkit
AI Fairness 360 (AIF360)
(
KDD 2023 Tutorial)
Data and code of the paper "Dissecting racial bias in an algorithm used to manage the health of populations" (Science Magazine 2019)

(
XAITK-Saliency)
XNLP: XAI for Natural Language Processing

(
GitHub,
Analysis360: Open Implementations of LLM Analyses)
AI+GUI:
UI-TARS: Pioneering Automated GUI Interaction with Native Agents (2025)
UI-TARS Desktop (2025)
AI Art Generators:
AIGCBench
Ziqi Huang's Awesome Evaluation of Visual Generation
Open AI's DALL·E 2
Bing Image Creator
Stability AI
(
Stable Diffusion,
Visual ChatGPT)
Midjourney
Dream by WOMBO
Natural Language Processing and Computational Linguistics
LLMs:
🤗 Open LLM Leaderboard
LLM-Leaderboard (community-based)
Hannibal046's Awesome-LLM
Awesome Machine Generated Text
A Survey on Language, Multimodal, and Scientific GPT Models: Examing User-Friendly and Open-Sourced Large GPT Models
Prompt Engineering Guide
AI Alignment: A Comprehensive Survey (PKU 2023-)
Min Woo (Daniel) Park's Open-LLM-datasets
PleIAs's Common Corpus
PleIAs's OpenCulture
PleIAs's Toxic Commons
PleIAs's Finance Commons
Awesome-Medical-Healthcare-Dataset-For-LLM

(
GitHub)
Awesome papers on LLMs detection
BUST: Benchmark for the Evaluation of System Detectors of LLM-Generated Text (NAACL 2024)
A Survey of Attributions for Large Language Models (2023)
Factcheck-GPT (2023)
DetectGPT (2022)
LMs+Cyber Security and Safety:
Thomas Roccia's Awesome GPTs (Agents) for Cybersecurity
CyberAlbSecOP's Awesome_GPT_Super_Prompting
Zhenhong Zhou's Awesome LLM-SafetyJensen Liu's Awesome-LLM4Security
cckuailong's Awesome GPT + Security
HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal
(
GitHub)
NVIDIA's garak (LLM vulnerability scanner)
LLM Hacker's Handbook (Forces Unseen)
GPTSecurity.info (中文)
Conversational AI groups from Tsinghua University's AISafetyLab
Benchmarking Benchmark Leakage in Large Langauge Models
H-CoT + Malicious-Educator Benchmark (arXiv.org 2025)
SafetyPrompts.com: A Living Catalogue of Open Datasets for LLM Safety (arXiv.org 2024-25)
Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey (arXiv.org 2024-25)
LLM Conversation Safety (NAACL 2024)
When LLMs Meet Cybersecurity: A Systematic Literature Review (Cybersecurity 2024)
Malla: Demystifying Real-world Large Language Model Integrated Malicious Services (USENIX Security 2024)
OpenRedTeaming (arXiv.org 2024)
(
Safety Datasets used in LibrAI Leaderboard)
HarmBench (arXiv.org 2024)
JailbreakZoo (arXiv.org 2024)
CySecBERT (ACMTOPS 2024)
CyBERTuned (NAACL Findings 2024)
HackAPrompt (EMNLP 2023)
BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference Dataset (NeurIPS 2023)
Evaluation:
SemEval: International Workshop on Semantic Evaluation
General Tools:
NLTK (Natural Language Toolkit)
spaCy
(

)

(
GitHub)
Natural
CogCompNLP
Hugging Face
(
datasets;
Write With Transformer)
Talk to Transformer (InferKit online demo)
quanteda: Quantitative Analysis of Textual Data in R
(
GitHub)
gensim – Topic Modelling in Python
Transformer-XL
bert-as-service
BERTweet: A pre-trained language model for English Tweets (EMNLP 2020)
RNNTagger
TreeTagger
Python Word Segmentation
Word Ninja
SymSpell
(
Python port: symspellpy)
Language Style Transfer (NIPS 2017)
GeoTxt (Transactions in GIS 2019)
Edinburgh Geoparser
GeoPy
XAI for Natural Language Processing (AACL-IJCNLP 2020)
Google's BERT

(
GitHub)

(
WuDaoCorpora;
GitHub,
GLM,
CLM;
BMInf)
BERTective (EACL 2021)
mauve-experiments (NeurIPS 2021)
Chinese NLP Resources:
预训练模型仓库
百度ERNIE
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab
(
鹏程.盘古α / PanGu-α)
awesome-chinese-nlp (Guan Wang)
“结巴”中文分词
THUAIPoet (九歌) research group
(
九歌V2.0;
BERT-CCPoem,
MixPoet @ AAAI 2020,
Stylistic Poetry @ EMNLP 2018,
WMPoetry @ IJCAI 2018;
中国古典诗歌匹配数据集 / CCPM = Chinese Classical Poetry Matching Dataset,
Other datasets)
少女诗人小冰
tensorflow_poems / LiBai AI Composer / 中文古诗自动作诗机器人
中文语料小数据
Datasets:
Nicolas Iderhoff's nlp-datasets
WordNet
Wikimedia Downloads

(
Frequency lists)
WordNet
Amazon MASSIVE dataset
WebNLG Challenge
Wiktextract
(
data @ kaikki.org)
Use of corpora in translation studies @ Centre for Translation Studies, University of Leeds
OpenLexicon
Lexique
(
WorldLex: Blog, Twitter and Newspapers Word Frequencies for 66 languages)
Datasets of Automatic Keyphrase Extraction @ LIAAD, INESCTEC
KPTimes Corpus @ INLG 2019
dewiki-wordrank
OAGSX Title Generation Dataset
OAGKX Keyword Generation Dataset
GeoNames
Awesome LLM-generated Text Detection (2023)
Awesome papers on LLMs detection (2023)
M4: Multi-generator, Multi-domain, and Multi-lingual Black-Box Machine-Generated Text Detection (2023)
Privacy-related resources:

(
PrivaSeer Corpus @ ACL 2021,
PrivBERT @ ACL 2021)
Federated Learning
General Resources:
Awesome-Federated-Learning
The Federated Learning Portal
Open-source Tools:
TensorFlow Federated (TFF)
(
GitHub)
NVIDIA Clara
FedML: A Research Library and Benchmark for Federated Machine Learning

(
GitHub)

(
Federated Learning Research at Webank AI)
Commercial Solutions:
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