hemingkx / Spec-Bench

Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)
https://sites.google.com/view/spec-bench
Apache License 2.0
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REST methodology verification process #3

Closed jivanph closed 7 months ago

jivanph commented 7 months ago

I noticed that in Table 3 you present a summary of different decoding methodologies.

In particular, you present REST as a methodology amenable to Nucleus sampling, but on reading the REST methodology paper, it's not clear how they establish that their methodology maintains the same output distribution from a LLM.

hemingkx commented 7 months ago

Hi,

We checked Section 4.1 (Experimental Setup) in the REST paper, which claims that their results are identical to those generated by autoregressive generation. Moreover, the authors of REST have provided a detailed code implementation in response to a similar query, which you can find here.

We hope this addresses your concern. Please feel free to reach out if you have any more questions or require further clarification.

jivanph commented 7 months ago

Thank you so much for your response. It clarify my understanding of their methodology.