# Long-context Modeling on CNN/DailyMail Source: [Long-context Modeling on CNN/DailyMail]() Collection index: [llms.txt]() Data updated: 2026-06-02T10:16:38.344Z Evaluation of Long-context Modeling performance on the CNN/DailyMail dataset, measured by speedup. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Long-context Modeling | | Dataset (including any stated split) | CNN/DailyMail | | Metric | Speedup | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Speedup](): Higher is better; unit: SCALAR. ## Recorded results | Method | Speedup | Result date | Report paper | | --- | --- | --- | --- | | Hybrid Verified Decoding | 3.85 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 3.83 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 2.75 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 2.43 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 2.33 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 1.79 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 1.34 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 1.04 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 1.02 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 0.99 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 0.94 | Not recorded | 6a1e63fadbd7150506f85546 | | Hybrid Verified Decoding | 0.94 | Not recorded | 6a1e63fadbd7150506f85546 | ### Hybrid Verified Decoding Speedup: 3.85. Result ID: 6a1ead43fbc373592c196b1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"SuffixDecoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 3.83. Result ID: 6a1ead43fbc373592c196b27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"SuffixDecoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 2.75. Result ID: 6a1ead43fbc373592c196b23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"SuffixDecoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 2.43. Result ID: 6a1ead43fbc373592c196b25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"Greedy Decoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 2.33. Result ID: 6a1ead43fbc373592c196b1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"Greedy Decoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 1.79. Result ID: 6a1ead43fbc373592c196b21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"Greedy Decoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 1.34. Result ID: 6a1ead43fbc373592c196b20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"Frequency-Based Hybrid Decoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 1.04. Result ID: 6a1ead43fbc373592c196b28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"Frequency-Based Hybrid Decoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 1.02. Result ID: 6a1ead43fbc373592c196b24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"Frequency-Based Hybrid Decoding"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 0.99. Result ID: 6a1ead43fbc373592c196b22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-4B","Reference Baseline":"EAGLE3"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 0.94. Result ID: 6a1ead43fbc373592c196b1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen3-8B","Reference Baseline":"EAGLE3"}. This record does not assert independent reproduction. ### Hybrid Verified Decoding Speedup: 0.94. Result ID: 6a1ead43fbc373592c196b26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Llama3.1-8B","Reference Baseline":"EAGLE3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.