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