openai/generating-reviews-discovering-sentiment
Code for "Learning to Generate Reviews and Discovering Sentiment" observed · 2026-08-28
Health v2 · maintenance only
10/100
- Activity 0
- Release rhythm 35
- Longevity 100
Flags: no_releases archived
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: 3436
- days_rel: n/a
- days_push: 1162
- n_releases_24m: 0
Adoption not part of the score
1521 stars · 375 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
Research code accompanying the OpenAI paper 'Learning to Generate Reviews and Discovering Sentiment', providing a byte-level multiplicative LSTM language model used as a text feature extractor. It includes a pretrained 4,096-unit model whose features contain a 'sentiment neuron' that achieves strong results on the Stanford Sentiment Treebank.
Use cases
- extract features from text with a pretrained language model
- classify sentiment of product reviews
- reproduce the sentiment neuron paper results
- visualize the sentiment unit on the SST binary dataset
- experiment with unsupervised representation learning
When to choose
- you want to reproduce or study the 2017 sentiment neuron research
- you need a character-level feature extractor for sentiment experiments
- you are exploring unsupervised disentangled representations
When to avoid
- you need a maintained, production-ready NLP library
- you want modern transformer-based embeddings
- you need GPU support on current CUDA versions or recent Python compatibility
Facets
library · maturity abandoned
machine-learning nlp deep-learning machine-learning deep-learning python sentiment-analysis language-model feature-extraction research-code sentiment-neuron archived lstm paper-code natural-language-processing
6 sources
- readme: https://github.com/openai/generating-reviews-discovering-sentiment · fetched 2026-08-28 · f4aa28d6da57
- homepage: https://arxiv.org/abs/1704.01444 · fetched 2026-08-29 · 7862b7a3d017
- site_page: https://info.arxiv.org/about/donate.html · fetched 2026-08-29 · cca9c3a11c56
- site_page: https://info.arxiv.org/about/ourmembers.html · fetched 2026-08-29 · 47cbc55ff1de
- site_page: https://info.arxiv.org/about · fetched 2026-08-29 · a1f16f915a9a
- site_page: https://info.arxiv.org/labs/index.html · fetched 2026-08-29 · b14a8d05a0ec
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| openai/generating-reviews-discovering-sentiment | main | 10 |
For agents
markdown · JSON · MCP: product_card(name="openai/generating-reviews-discovering-sentiment")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem