Slot Filling
The goal of Slot Filling is to identify from a running dialog different slots, which correspond to different parameters of the user’s query. For instance, when a user queries for nearby restaurants, key slots for location and preferred food are required for a dialog system to retrieve the appropriate information. Thus, the main challenge in the slot-filling task is to extract the target entity.
Source: Real-time On-Demand Crowd-powered Entity Extraction
Image credit: Robust Retrieval Augmented Generation for Zero-shot Slot Filling
Papers
Showing 1–10 of 458 papers
All datasetsKILT: Zero Shot REKILT: T-RExMixSNIPSMixATISATISSNIPSSLURPMASSIVEATIS (vi)CAISDialogue State Tracking ChallengeMULTIWOZ 2.2
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BiSLU | Micro F1 | 97.2 | — | Unverified |
| 2 | SLIM (PACL) | Micro F1 | 96.8 | — | Unverified |
| 3 | SLIM | Micro F1 | 96.5 | — | Unverified |
| 4 | TFMN | Micro F1 | 96.4 | — | Unverified |
| 5 | Uni-MIS | Micro F1 | 96.4 | — | Unverified |
| 6 | TFMN (PACL) | Micro F1 | 96.3 | — | Unverified |
| 7 | RoBERTa (PACL) | Micro F1 | 96.2 | — | Unverified |
| 8 | DGIF | Micro F1 | 95.9 | — | Unverified |
| 9 | SSRAN | Micro F1 | 95.8 | — | Unverified |
| 10 | MISCA | Micro F1 | 95.2 | — | Unverified |