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cs.CL2025
Exploiting Sparsity for Long Context Inference: Million Token Contexts on Commodity GPUs
Ryan Synk, Monte Hoover, John Kirchenbauer +6
There is growing demand for performing inference with hundreds of thousands of input tokens on trained transformer models. Inference at this extreme scale demands significant compu…
cs.CL2023★ 12 cited
Bring Your Own Data! Self-Supervised Evaluation for Large Language Models
Neel Jain, Khalid Saifullah, Yuxin Wen +6
With the rise of Large Language Models (LLMs) and their ubiquitous deployment in diverse domains, measuring language model behavior on realistic data is imperative. For example, a…