Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame Benchmark.
Fangjun LiDavid C. HoggAnthony G. CohnPublished in: AAAI (2024)
Keyphrases
- language model
- spatial reasoning
- language modeling
- probabilistic model
- n gram
- document retrieval
- spatial relations
- speech recognition
- statistical language models
- language modelling
- information retrieval
- temporal reasoning
- retrieval model
- relevance model
- language models for information retrieval
- spatial knowledge
- context sensitive
- smoothing methods
- query expansion
- directional relations
- mixture model
- qualitative spatial reasoning
- test collection
- pseudo relevance feedback
- vector space model
- topological relations
- document ranking