steam_descriptions
Wok edited this page Apr 4, 2019
·
8 revisions
| Algorithms | Google's USE | Tf-Idf | LSI/LSA | RP | LDA | Doc2Vec | Doc2Vec | Doc2Vec | Weighted GloVe | Weighted GloVe | Weighted GloVe | Weighted GloVe | Weighted GloVe | Weighted GloVe | Non-weighted GloVe | Weighted Word2Vec | Weighted Word2Vec |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Tweaks | with Tf-Idf | with Tf-Idf | with Tf-Idf | with appIDs | with appIDs and categories | with appIDs and genres | without 10 sentence components | without 10 word components | without 10 sentence and 10 word components | with SIF weights | with SIF weights, without 10 sentence and 10 word components | without 10 sentence components | |||||
| Team Fortress (2) | 1 | 2 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 2 | 1 | 0 | 0 |
| Counter-Strike (5) | 2 | 11 | 6 | 9 | 1 | 3 | 2 | 3 | 3 | 5 | 4 | 6 | 1 | 7 | 1 | 1 | 2 |
| Left 4 Dead (2) | 2 | 2 | 1 | 0 | 2 | 0 | 0 | 0 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 |
| Half-Life (9) | 12 | 26 | 15 | 5 | 2 | 6 | 2 | 6 | 0 | 14 | 4 | 12 | 0 | 10 | 0 | 3 | 8 |
| PAYDAY | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 |
| Portal (2) | 4 | 12 | 2 | 4 | 2 | 3 | 4 | 2 | 2 | 10 | 4 | 10 | 2 | 11 | 2 | 2 | 2 |
| Grand Theft Auto (2) | 1 | 5 | 1 | 0 | 0 | 1 | 1 | 1 | 2 | 6 | 4 | 8 | 1 | 6 | 0 | 0 | 0 |
| The Elder Scrolls (2) | 5 | 5 | 0 | 4 | 0 | 2 | 0 | 0 | 1 | 4 | 3 | 4 | 1 | 2 | 1 | 2 | 2 |
| Sid Meier's Civilization | 3 | 7 | 9 | 1 | 1 | 4 | 1 | 3 | 2 | 8 | 8 | 9 | 2 | 9 | 2 | 1 | 1 |
| Borderlands | 0 | 3 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 3 | 3 | 3 | 0 | 2 | 0 | 0 | 0 |
| Don't Starve (2) | 2 | 2 | 2 | 2 | 2 | 0 | 2 | 0 | 1 | 2 | 2 | 2 | 1 | 2 | 0 | 0 | 0 |
| Oddworld: Abe | 1 | 3 | 3 | 3 | 2 | 1 | 1 | 0 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 1 | 0 |
| HITMAN | 1 | 6 | 4 | 4 | 2 | 3 | 2 | 1 | 4 | 6 | 5 | 6 | 4 | 5 | 3 | 2 | 0 |
| ARK (2) | 0 | 3 | 2 | 2 | 1 | 0 | 0 | 0 | 1 | 4 | 2 | 4 | 1 | 3 | 0 | 0 | 0 |
| Euro Truck Simulator | 5 | 9 | 9 | 5 | 3 | 2 | 3 | 2 | 5 | 9 | 8 | 9 | 3 | 8 | 2 | 3 | 3 |
| Life is Strange | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 |
| Tomb Raider | 1 | 4 | 4 | 5 | 5 | 5 | 2 | 0 | 3 | 3 | 3 | 3 | 3 | 3 | 5 | 3 | 3 |
| Age of Empires | 2 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 |
| theHunter | 9 | 9 | 9 | 2 | 1 | 9 | 7 | 3 | 9 | 9 | 9 | 9 | 9 | 9 | 9 | 2 | 7 |
| The Witcher (2) | 4 | 10 | 2 | 8 | 7 | 0 | 0 | 0 | 3 | 8 | 6 | 8 | 3 | 6 | 3 | 0 | 0 |
| Fallout (3) | 7 | 7 | 2 | 3 | 0 | 2 | 0 | 1 | 4 | 5 | 4 | 4 | 4 | 5 | 3 | 0 | 1 |
| Call of Duty | 9 | 9 | 9 | 2 | 4 | 5 | 1 | 4 | 8 | 9 | 8 | 8 | 7 | 8 | 6 | 8 | 8 |
| Cities | 2 | 1 | 1 | 0 | 1 | 3 | 2 | 1 | 0 | 3 | 2 | 2 | 1 | 4 | 0 | 1 | 2 |
| Amnesia | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 |
| Killing Floor | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| BioShock (2) | 2 | 2 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 3 | 1 | 3 | 1 | 0 | 1 |
| Guns of Icarus | 1 | 2 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 1 |
| Saints Row | 1 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 4 | 3 | 4 | 2 | 3 | 1 | 0 | 0 |
| Total | 79 | 149 | 86 | 67 | 39 | 55 | 36 | 33 | 61 | 125 | 92 | 127 | 53 | 119 | 45 | 32 | 42 |