Summary of model AUC scores (%) for slang generation in 3 slang datasets.
| Model . | 1NN . | Prototype . | 1NN+CF . | Proto+CF . |
|---|---|---|---|---|
| Dataset 1: Online Slang Dictionary (OSD) | ||||
| Prior Baseline - Uniform | 51.9 | |||
| Prior Baseline - Syntactic-shift | 60.6 | |||
| Prior Baseline - Linguistic Context (Donahue et al., 2020) | 61.8 | |||
| Prior Baseline - Syntactic-shift + Linguistic Context | 67.3 | |||
| FastText Baseline (Sun et al., 2019) | 63.2 | 65.2 | 66.0 | 68.7 |
| FastText + Contrastive Semantic Encoding (CSE) | 71.7 | 71.6 | 73.0 | 72.6 |
| FastText + CSE + Syntactic-shift Prior (SSP) | 73.8 | 73.4 | 75.2 | 74.4 |
| FastText + CSE + Linguistic Context Prior (LCP) | 73.6 | 73.2 | 74.7 | 73.9 |
| FastText + CSE + SSP + LCP | 75.4 | 74.9 | 76.5 | 75.6 |
| SBERT Baseline | 67.4 | 68.1 | 69.5 | 72.0 |
| SBERT + CSE | 76.6 | 77.4 | 77.4 | 78.0 |
| SBERT + CSE + SSP | 77.6 | 78.0 | 78.8 | 78.9 |
| SBERT + CSE + LCP | 77.8 | 78.4 | 78.1 | 78.7 |
| SBERT + CSE + SSP + LCP | 78.5 | 79.0 | 79.4 | 79.5 |
| Dataset 2: Green’s Dictionary of Slang (GDoS) | ||||
| Prior Baseline - Uniform | 51.5 | |||
| Prior Baseline - Syntactic-shift | 61.0 | |||
| FastText Baseline (Sun et al., 2019) | 68.2 | 69.9 | 67.8 | 69.7 |
| FastText + Contrastive Semantic Encoding (CSE) | 73.4 | 74.0 | 74.1 | 74.8 |
| FastText + CSE + Syntactic-shift Prior (SSP) | 74.5 | 74.8 | 75.2 | 75.8 |
| SBERT Baseline | 67.1 | 68.0 | 66.8 | 67.5 |
| SBERT + CSE | 77.8 | 78.2 | 77.4 | 77.9 |
| SBERT + CSE + SSP | 78.5 | 78.7 | 78.3 | 78.6 |
| Dataset 3: Urban Dictionary (UD) | ||||
| Prior Baseline - Uniform | 52.3 | |||
| FastText Baseline (Sun et al., 2019) | 65.2 | 68.8 | 67.6 | 70.9 |
| FastText + Contrastive Semantic Encoding (CSE) | 71.0 | 72.2 | 71.5 | 73.7 |
| SBERT Baseline | 72.4 | 71.7 | 74.0 | 74.4 |
| SBERT + CSE | 76.2 | 76.6 | 77.2 | 78.8 |
| Model . | 1NN . | Prototype . | 1NN+CF . | Proto+CF . |
|---|---|---|---|---|
| Dataset 1: Online Slang Dictionary (OSD) | ||||
| Prior Baseline - Uniform | 51.9 | |||
| Prior Baseline - Syntactic-shift | 60.6 | |||
| Prior Baseline - Linguistic Context (Donahue et al., 2020) | 61.8 | |||
| Prior Baseline - Syntactic-shift + Linguistic Context | 67.3 | |||
| FastText Baseline (Sun et al., 2019) | 63.2 | 65.2 | 66.0 | 68.7 |
| FastText + Contrastive Semantic Encoding (CSE) | 71.7 | 71.6 | 73.0 | 72.6 |
| FastText + CSE + Syntactic-shift Prior (SSP) | 73.8 | 73.4 | 75.2 | 74.4 |
| FastText + CSE + Linguistic Context Prior (LCP) | 73.6 | 73.2 | 74.7 | 73.9 |
| FastText + CSE + SSP + LCP | 75.4 | 74.9 | 76.5 | 75.6 |
| SBERT Baseline | 67.4 | 68.1 | 69.5 | 72.0 |
| SBERT + CSE | 76.6 | 77.4 | 77.4 | 78.0 |
| SBERT + CSE + SSP | 77.6 | 78.0 | 78.8 | 78.9 |
| SBERT + CSE + LCP | 77.8 | 78.4 | 78.1 | 78.7 |
| SBERT + CSE + SSP + LCP | 78.5 | 79.0 | 79.4 | 79.5 |
| Dataset 2: Green’s Dictionary of Slang (GDoS) | ||||
| Prior Baseline - Uniform | 51.5 | |||
| Prior Baseline - Syntactic-shift | 61.0 | |||
| FastText Baseline (Sun et al., 2019) | 68.2 | 69.9 | 67.8 | 69.7 |
| FastText + Contrastive Semantic Encoding (CSE) | 73.4 | 74.0 | 74.1 | 74.8 |
| FastText + CSE + Syntactic-shift Prior (SSP) | 74.5 | 74.8 | 75.2 | 75.8 |
| SBERT Baseline | 67.1 | 68.0 | 66.8 | 67.5 |
| SBERT + CSE | 77.8 | 78.2 | 77.4 | 77.9 |
| SBERT + CSE + SSP | 78.5 | 78.7 | 78.3 | 78.6 |
| Dataset 3: Urban Dictionary (UD) | ||||
| Prior Baseline - Uniform | 52.3 | |||
| FastText Baseline (Sun et al., 2019) | 65.2 | 68.8 | 67.6 | 70.9 |
| FastText + Contrastive Semantic Encoding (CSE) | 71.0 | 72.2 | 71.5 | 73.7 |
| SBERT Baseline | 72.4 | 71.7 | 74.0 | 74.4 |
| SBERT + CSE | 76.2 | 76.6 | 77.2 | 78.8 |