Papers with sentence-by-sentence processing behavior
Think in Sentences: Explicit Sentence Boundaries Enhance Language Model’s Capabilities (2026.acl-long)
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| Challenge: | Existing studies focus on dummy tokens but fail to leverage the inherent sentence-level structure of natural language. |
| Approach: | They propose a method that inserts delimiters at sentence boundaries to enhance large language models' capabilities. |
| Outcome: | The proposed method improves performance on 7B LLMs to 600B Deepseek-V3 with 7.7% gains on GSM8k and 12.5% on DROP. |