Discourse Parsing
Papers
Showing 51–60 of 189 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Top-down Span-based Parser | RST-Parseval (Span) | 87 | — | Unverified |
| 2 | Two-stage Parser | RST-Parseval (Span) | 86 | — | Unverified |
| 3 | Bottom-up Linear-chain CRF-based Parser | RST-Parseval (Span) | 85.7 | — | Unverified |
| 4 | Two-stage Discourse Parser with a Sliding Window | RST-Parseval (Span) | 83.84 | — | Unverified |
| 5 | Guz et al. (2020) (pretrained) | Standard Parseval (Span) | 72.94 | — | Unverified |
| 6 | Guz et al. (2020) | Standard Parseval (Span) | 72.43 | — | Unverified |
| 7 | Top-down Span-based Parser with Silver Agreement Subtrees (ensemble) | RST-Parseval (Full) | 62.6 | — | Unverified |
| 8 | Top-down Span-based Parser with Silver Agreement Subtrees | RST-Parseval (Full) | 61.8 | — | Unverified |
| 9 | Transition-based Parser with Implicit Syntax Features | RST-Parseval (Full) | 59.9 | — | Unverified |
| 10 | Bottom-up Llama 2 (70B) | Standard Parseval (Full) | 58.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Bottom-up (DeBERTa) | Standard Parseval (Nuclearity) | 60 | — | Unverified |
| 2 | Top-down (DeBERTa) | Standard Parseval (Nuclearity) | 57.9 | — | Unverified |
| 3 | Bottom-up (XLNet) | Standard Parseval (Nuclearity) | 56.4 | — | Unverified |
| 4 | Top-down (RoBERTa) | Standard Parseval (Nuclearity) | 56.1 | — | Unverified |
| 5 | Bottom-up (RoBERTa) | Standard Parseval (Nuclearity) | 55.5 | — | Unverified |
| 6 | Top-down (XLNet) | Standard Parseval (Nuclearity) | 55.2 | — | Unverified |
| 7 | Top-down (SpanBERT) | Standard Parseval (Nuclearity) | 54.5 | — | Unverified |
| 8 | Bottom-up (SpanBERT) | Standard Parseval (Nuclearity) | 53.8 | — | Unverified |
| 9 | Guz et al. (2020) (pretrained) | Standard Parseval (Nuclearity) | 46.59 | — | Unverified |
| 10 | Bottom-up (BERT) | Standard Parseval (Nuclearity) | 46.3 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DP | Link & Rel F1 | 64.9 | — | Unverified |
| 2 | Structured | Link & Rel F1 | 59.9 | — | Unverified |
| 3 | SSP-BERT + SCIJE | Link & Rel F1 | 59.4 | — | Unverified |
| 4 | HG-MDP | Link & Rel F1 | 58.5 | — | Unverified |
| 5 | Struct-Aware | Link & Rel F1 | 58.4 | — | Unverified |
| 6 | Hierarchical | Link & Rel F1 | 56.1 | — | Unverified |
| 7 | Deep Sequential | Link & Rel F1 | 54.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Structured | Link & Rel F1 | 59.6 | — | Unverified |
| 2 | SSP-BERT + SCIJE | Link & Rel F1 | 57.4 | — | Unverified |
| 3 | Struct-Aware | Link & Rel F1 | 57.3 | — | Unverified |
| 4 | Hierarchical | Link & Rel F1 | 57.2 | — | Unverified |
| 5 | DiscProReco | Link & Rel F1 | 57 | — | Unverified |
| 6 | Deep Sequential | Link & Rel F1 | 55.7 | — | Unverified |
| 7 | HG-MDP | Link & Rel F1 | 55.6 | — | Unverified |