Papers by Philip Schroeder
THREAD: Thinking Deeper with Recursive Spawning (2025.naacl-long)
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| Challenge: | Large language models (LLMs) have shown impressive capabilities across diverse settings, but their performance degrades as context length and complexity increases. |
| Approach: | They propose to frame model generation as a thread of execution that, based on the context, can run to completion or dynamically spawn new threads. |
| Outcome: | The proposed model outperforms existing frameworks by 10% to 50% on diverse benchmarks. |