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- Clarify Table 3 Sample Counts: Add counts for standard and enriched datasets
- Specify Table 4 Sample Counts for Categories A, B, C: Insert actual sample numbers
- Provide Example for Category A (Navigation & Following): Extract or create a sample command
- Provide Example for Category B (Object Manipulation): Extract or create a sample command
- Provide Example for Category C (Interaction & Querying): Extract or create a sample command
- Expand on Table 4 Category Descriptions: Add 1-2 lines explaining each type
- Add a section distinguishing out-of-domain entity handling: Summarize limitations and possible mitigations
- Explicitly mention current limitation for out-of-distribution/non-existent entities: Future work
- Add discussion on expanding dataset via user feedback: Future work
- Explicitly acknowledge RoboCup GPSR context limitation
- Mention multi-modal grounding as future direction
- Add possibility of Chain-of-Thought prompting as future work
- Add example command(s) in different languages? At least an example
- Explicitly state model limitation to English: mention dataset is english because... (make credible justification)
- Enhance explanation of Schema-Aligned Parsing (SAP)
- Add more examples of hallucinated vs. real actions
- Tighten section headings and transitions for clarity (reviewer 3 about hard to follow)
- Proofread for overall clarity; minimize jargon
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