PlanGen
[EMNLP'21] Plan-then-Generate: Controlled Data-to-Text Generation via Planning (by yxuansu)
ToTTo
ToTTo is an open-domain English table-to-text dataset with over 120,000 training examples that proposes a controlled generation task: given a Wikipedia table and a set of highlighted table cells, produce a one-sentence description. We hope it can serve as a useful research benchmark for high-precision conditional text generation. (by google-research-datasets)
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
PlanGen
Posts with mentions or reviews of PlanGen.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-10-28.
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Apple AI Researchers Propose ‘Plan-then-Generate’ (PlanGen) Framework To Improve The Controllability Of Neural Data-To-Text Models
Quick Read | Paper | Github | Dataset
ToTTo
Posts with mentions or reviews of ToTTo.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-10-28.
-
Apple AI Researchers Propose ‘Plan-then-Generate’ (PlanGen) Framework To Improve The Controllability Of Neural Data-To-Text Models
Quick Read | Paper | Github | Dataset
What are some alternatives?
When comparing PlanGen and ToTTo you can also consider the following projects:
TextRL - Implementation of ChatGPT RLHF (Reinforcement Learning with Human Feedback) on any generation model in huggingface's transformer (blommz-176B/bloom/gpt/bart/T5/MetaICL)
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
gluon-nlp - NLP made easy
best-of-ml-python - 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
transformers - 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
datasets - 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools