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NVIDIA/sentiment-discovery

Unsupervised Language Modeling at scale for robust sentiment classification observed · 2026-08-28

github.com/NVIDIA/sentiment-discovery · Python · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

23/100

  • Activity 0
  • Release rhythm 8
  • Longevity 100

Flags: no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 3198
  • days_rel: n/a
  • days_push: 2257
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1065 stars · 208 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A deprecated PyTorch codebase from NVIDIA for large-scale unsupervised language model pretraining and transfer to sentiment and emotion classification tasks. It supports mixed-precision and distributed multi-GPU training, and has been superseded by NVIDIA's Megatron-LM.

Use cases

  • train a transformer language model on large text corpora
  • classify sentiment of product reviews
  • finetune pretrained language models on custom text classification datasets
  • reproduce OpenAI's sentiment neuron paper at scale
  • classify tweets into emotion categories
  • featurize text for few-shot classification tasks

When to choose

  • you need the exact code from NVIDIA's 2018-2019 large-scale language modeling papers
  • you want to reproduce the unsupervised sentiment discovery results with tagged historical releases

When to avoid

  • you want actively maintained large language model training code - use Megatron-LM instead
  • you need support for recent PyTorch versions or modern hardware
  • you are starting a new sentiment analysis project

Facets

library · maturity abandoned

machine-learning nlp llm-training cli machine-learning deep-learning python sentiment-classification transfer-learning language-modeling pytorch deprecated multi-gpu mixed-precision natural-language-processing linux gpu

1 source

Member repositories

RepositoryRoleHealth v2
NVIDIA/sentiment-discoverymain23

For agents

markdown · JSON · MCP: product_card(name="NVIDIA/sentiment-discovery")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem