Method Drift›LLM reasoning / chain-of-thought
Superseded baseline#122 of 772 most-superseded
LUNA
LUNA: Learning Slot-Turn Alignment for Dialogue State TrackingLLM reasoning / chain-of-thought · first seen May 5, 2022
superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating LUNA. Values are copied from the source paper's tables — verify against the cited paper.
- GEM: Graph-Enhanced Mixture-of-Experts with ReAct Agents for Dialogue State Tracking
GEM (BERT_base + GNN) / T5_small + Claude 3.7 S. beats LUNA · JGA [Multi-domain DST on MultiWOZ 2.2]
65.19 vs 56.13