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cs.CL2026
Test-Time Scaling in the Wild: Why Exploitation, Not Exploration, Is the Bottleneck
Davide Romano, Kanak Raj, Jerrod Parker +1
Test-time scaling (TTS) improves language model outputs by spending additional inference compute - generating multiple candidates, searching over partial sequences, or iteratively…
cs.CL2025
Evaluating the Role of Verifiers in Test-Time Scaling for Legal Reasoning Tasks
Davide Romano, Jonathan Schwarz, Daniele Giofré
Test-time scaling (TTS) techniques can improve the performance of large language models (LLMs) at the expense of additional computation and latency. While TTS has proven effective…
cs.CL2023
Legal-HNet: Mixing Legal Long-Context Tokens with Hartley Transform
Daniele Giofré, Sneha Ghantasala
Since its introduction, the transformers architecture has seen great adoption in NLP applications, but it also has limitations. Although the self-attention mechanism allows for gen…