Temporal Relation Extraction
Temporal relation extraction systems aim to identify and classify the temporal relation between a pair of entities provided in a text. For instance, in the sentence "Bob sent a message to Alice while she was leaving her birthday party." one can infer that the actions "sent" and "leaving" entails a temporal relation that can be described as "simultaneous".
Papers
Showing 1–10 of 88 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GPT-4o (CoT) | Text Score | 59.2 | — | Unverified |
| 2 | GPT-4o | Text Score | 54 | — | Unverified |
| 3 | Qwen2-VL-72B | Text Score | 50.4 | — | Unverified |
| 4 | LLaVA-OneVision-Qwen2-72B | Text Score | 48.4 | — | Unverified |
| 5 | LLaVA-OneVision-Qwen2-7B | Text Score | 41.6 | — | Unverified |
| 6 | Qwen2-VL-7B | Text Score | 40.2 | — | Unverified |
| 7 | Gemini-1.5-Pro (CoT) | Text Score | 37 | — | Unverified |
| 8 | VideoLLaMA2-72B | Text Score | 36.2 | — | Unverified |
| 9 | Gemini-1.5-Pro | Text Score | 35.8 | — | Unverified |
| 10 | Claude 3.5 Sonnet | Text Score | 32.8 | — | Unverified |