Papers by Alexandre Noll Marques
“Give Me BF16 or Give Me Death”? Accuracy-Performance Trade-Offs in LLM Quantization (2025.acl-long)
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| Challenge: | despite popularity of large language model quantization, there are significant accuracy-performance trade-offs associated with quantization formats. |
| Approach: | They evaluate popular quantization formats across academic benchmarks and real-world tasks . they also examine the difference in text generated by quantized models versus their uncompressed counterparts . |
| Outcome: | The proposed format is lossless across all model scales and incurs low accuracy degradation when properly tuned. |