s-nlp / rubert-base-corruption-detector

huggingface.co
Total runs: 34
24-hour runs: 0
7-day runs: -2
30-day runs: 20
Model's Last Updated: December 18 2021
text-classification

Introduction of rubert-base-corruption-detector

Model Details of rubert-base-corruption-detector

This is a model for evaluation of naturalness of short Russian texts. It has been trained to distinguish human-written texts from their corrupted versions.

Corruption sources: random replacement, deletion, addition, shuffling, and re-inflection of words and characters, random changes of capitalization, round-trip translation, filling random gaps with T5 and RoBERTA models. For each original text, we sampled three corrupted texts, so the model is uniformly biased towards the unnatural label.

Data sources: web-corpora from the Leipzig collection ( rus_news_2020_100K , rus_newscrawl-public_2018_100K , rus-ru_web-public_2019_100K , rus_wikipedia_2021_100K ), comments from OK and Pikabu .

On our private test dataset, the model has achieved 40% rank correlation with human judgements of naturalness, which is higher than GPT perplexity, another popular fluency metric.

Runs of s-nlp rubert-base-corruption-detector on huggingface.co

34
Total runs
0
24-hour runs
0
3-day runs
-2
7-day runs
20
30-day runs

More Information About rubert-base-corruption-detector huggingface.co Model

rubert-base-corruption-detector huggingface.co

rubert-base-corruption-detector huggingface.co is an AI model on huggingface.co that provides rubert-base-corruption-detector's model effect (), which can be used instantly with this s-nlp rubert-base-corruption-detector model. huggingface.co supports a free trial of the rubert-base-corruption-detector model, and also provides paid use of the rubert-base-corruption-detector. Support call rubert-base-corruption-detector model through api, including Node.js, Python, http.

rubert-base-corruption-detector huggingface.co Url

https://huggingface.co/s-nlp/rubert-base-corruption-detector

s-nlp rubert-base-corruption-detector online free

rubert-base-corruption-detector huggingface.co is an online trial and call api platform, which integrates rubert-base-corruption-detector's modeling effects, including api services, and provides a free online trial of rubert-base-corruption-detector, you can try rubert-base-corruption-detector online for free by clicking the link below.

s-nlp rubert-base-corruption-detector online free url in huggingface.co:

https://huggingface.co/s-nlp/rubert-base-corruption-detector

rubert-base-corruption-detector install

rubert-base-corruption-detector is an open source model from GitHub that offers a free installation service, and any user can find rubert-base-corruption-detector on GitHub to install. At the same time, huggingface.co provides the effect of rubert-base-corruption-detector install, users can directly use rubert-base-corruption-detector installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

rubert-base-corruption-detector install url in huggingface.co:

https://huggingface.co/s-nlp/rubert-base-corruption-detector

Url of rubert-base-corruption-detector

rubert-base-corruption-detector huggingface.co Url

Provider of rubert-base-corruption-detector huggingface.co

s-nlp
ORGANIZATIONS

Other API from s-nlp

huggingface.co

Total runs: 27
Run Growth: 11
Growth Rate: 40.74%
Updated:September 08 2023
huggingface.co

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:June 25 2024