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 | single ngram | KILT-AC | 73.2 | — | Unverified |
| 2 | KGI_1 | KILT-AC | 72.31 | — | Unverified |
| 3 | MetaRAG | KILT-AC | 71.1 | — | Unverified |
| 4 | KGI_0 (reupload) | KILT-AC | 68.32 | — | Unverified |
| 5 | Wikipedia | KILT-AC | 67.2 | — | Unverified |
| 6 | Multitask DPR + BART | KILT-AC | 50.64 | — | Unverified |
| 7 | 10k | KILT-AC | 41.34 | — | Unverified |
| 8 | DensePhrases | KILT-AC | 41.34 | — | Unverified |
| 9 | RAG | KILT-AC | 36.83 | — | Unverified |
| 10 | Coop. Distil Bert | KILT-AC | 34.13 | — | Unverified |