| Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention | Apr 10, 2024 | Book summarizationLanguage Modeling | CodeCode Available | 4 | 5 |
| Unlimiformer: Long-Range Transformers with Unlimited Length Input | May 2, 2023 | Book summarizationCPU | CodeCode Available | 3 | 5 |
| KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark of Long Context Capable Approaches | Jul 1, 2024 | Book summarizationQuantization | CodeCode Available | 2 | 5 |
| Attention Score is not All You Need for Token Importance Indicator in KV Cache Reduction: Value Also Matters | Jun 18, 2024 | AllBook summarization | CodeCode Available | 1 | 5 |
| Cache Me If You Can: How Many KVs Do You Need for Effective Long-Context LMs? | Jun 20, 2025 | Book summarizationLong-Context Understanding | CodeCode Available | 1 | 5 |
| LOCOST: State-Space Models for Long Document Abstractive Summarization | Jan 31, 2024 | Abstractive Text SummarizationBook summarization | CodeCode Available | 1 | 5 |
| Enhancing Large Language Model with Self-Controlled Memory Framework | Apr 26, 2023 | Book summarizationDocument Summarization | CodeCode Available | 1 | 5 |
| Echoes from Alexandria: A Large Resource for Multilingual Book Summarization | Jun 7, 2023 | Book summarizationText Summarization | CodeCode Available | 1 | 5 |
| Training-Free Exponential Context Extension via Cascading KV Cache | Jun 24, 2024 | Book summarizationComputational Efficiency | CodeCode Available | 0 | 5 |
| New Alignment Methods for Discriminative Book Summarization | May 6, 2013 | Book summarization | —Unverified | 0 | 0 |
