Papers with pragmatics-enabled models
Unified Pragmatic Models for Generating and Following Instructions (N18-1)
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| Challenge: | a new technique for layering explicit pragmatic inference on top of models for sequential tasks is proposed . explicit pragmatic reasoning is used to generate and follow natural language instructions . |
| Approach: | They propose a pragmatic speaker that uses the base listener to simulate the interpretation of candidate descriptions and a listener that reasons counterfactually about alternative descriptions. |
| Outcome: | The proposed model improves state-of-the-art models for interpreting human instructions and speaker models in diverse settings. |