Classification Benchmarks
Model Version Details
Benchmarks on this page refer to a specific model version, details about
each version are contained here:
| model version | training algo | input sources | input size | dimensions | window size | release status |
|---|
| en0.14.0 | GloVe | Wiki | ~14G | 600 | 15 | released |
| en0.16.0 | GloVe | Wiki, CommonCrawl | ~1000G | 300 | 15 | released |
| en0.17.0 | fasttext | Wiki | ~14G | 300 | 15 | not released (yet) |
| en0.17.1 | fasttext | Wiki | ~14G | 300 | 5 | not released (yet) |
| en0.17.2 | fasttext | Wiki, CommonCrawl | ~1000G | 300 | 15 | training aborted! |
| en0.17.3 | fasttext | Wiki, CommonCrawl | ~100G | 300 | 15 | not released (yet) |
Benchmarks (KNN)
Enron Emails (Subset kaminski-v)
- Source Repo:
semi-technologies/enron-email-classification - Current best:
en0.14.0 at k=1
| contextionary | dimensions | k=1 | k=3 | k=5 | k=8 | k=13 | k=21 |
|---|
| en0.14.0-v0.4.9 | 600 | 74% | 72% | 71% | 70% | 67% | 63% |
| en0.16.0-v0.4.9 | 300 | 72% | 70% | 69% | 69% | 65% | 64% |
| en0.17.0-v0.4.15 | 300 | 68% | 68% | 67% | 64% | 63% | 60% |
| en0.17.1-v0.4.15 | 300 | 70% | 68% | 68% | 66% | 64% | 62% |
| en0.17.3-v0.4.15 | 300 | 72% | 70% | 70% | 69% | 66% | 64% |
20 Newsgroups
- Size: 60 per category
- Source Repo
semi-technologies/20news-classification
Main Category (6 Categories)
- Current best:
en0.17.3 at k=5
| contextionary | dimensions | k=1 | k=3 | k=5 | k=8 | k=13 | k=21 |
|---|
| en0.14.0-v0.4.15 | 600 | 76% | 73% | 72% | 74% | 74% | 70% |
| en0.16.0-v0.4.15 | 300 | 83% | 82% | 80% | 82% | 82% | 82% |
| en0.17.0-v0.4.15 | 300 | 78% | 80% | 77% | 77% | 73% | 72% |
| en0.17.1-v0.4.15 | 300 | 77% | 77% | 78% | 77% | 73% | 73% |
| en0.17.3-v0.4.15 | 300 | 83% | 84% | 85% | 82% | 81% | 80% |
Fine Category (20 Categories)
- Current best:
en0.17.3 at k=1
| contextionary | dimensions | k=1 | k=3 | k=5 | k=8 | k=13 | k=21 |
|---|
| en0.14.0-v0.4.15 | 600 | 57% | 53% | 53% | 50% | 48% | 46% |
| en0.16.0-v0.4.15 | 300 | 62% | 60% | 57% | 60% | 61% | 59% |
| en0.17.0-v0.4.15 | 300 | 57% | 57% | 56% | 56% | 56% | 51% |
| en0.17.1-v0.4.15 | 300 | 56% | 54% | 55% | 58% | 54% | 53% |
| en0.17.3-v0.4.15 | 300 | 66% | 64% | 64% | 61% | 62% | 61% |
Benchmarks (contextual)
20 Newsgroups
- Size: 60 per category
- Source Repo:
semi-technologies/20news-classification - Warning: Take these results (20-news contextual) with a grain of salt,
they are not currently testing the best possible hyper-parameters, but just a
specific configuration that worked well in the past. TODO: Improve benchmark
to test various hyper-parameters
Main Category (6 Categories)
| contextionary | dimensions | result |
|---|
| en0.14.0-v0.4.15 | 600 | 54% |
| en0.16.0-v0.4.15 | 300 | 50% |
| en0.17.0-v0.4.15 | 300 | 50% |
| en0.17.1-v0.4.15 | 300 | 50% |
| en0.17.3-v0.4.15 | 300 | 50% |
Fine Category (20 Categories)
| contextionary | dimensions | result |
|---|
| en0.14.0-v0.4.15 | 600 | 44% |
| en0.16.0-v0.4.15 | 300 | 56% |
| en0.17.0-v0.4.15 | 300 | 44% |
| en0.17.0-v0.4.15 | 300 | 43% |
| en0.17.3-v0.4.15 | 300 | 50% |
More Resources
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