Papers with retaining accuracy
Keep It Simple: Unsupervised Simplification of Multi-Paragraph Text (2021.acl-long)
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| Challenge: | a novel approach to text simplification learns to balance a reward across three properties: fluency, salience and simplicity. |
| Approach: | They propose a novel algorithm to optimize the reward which proposes several candidate simplifications and a realistic text comprehension task as an evaluation method for text simplification. |
| Outcome: | The proposed model outperforms strong supervised baselines on the English news domain and can help people complete a comprehension task an average of 18% faster while retaining accuracy. |
MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference (2025.findings-acl)
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| Challenge: | State-of-the-art 2-bit KV cache quantization methods achieve excellent results in accelerating LLM inference while retaining accuracy on long context tasks. |
| Approach: | They propose a method based on 2-bit KV cache quantization with adaptive KV policies that retain LLM accuracy with only a subset of KV states. |
| Outcome: | The proposed method outperforms state-of-the-art methods on a wide range of long context tasks while retaining accuracy. |