# Feature Space Preservation on C4 Source: [Feature Space Preservation on C4]() Collection index: [llms.txt]() Data updated: 2026-03-25T12:56:18.627Z Evaluation of model performance on the C4 dataset focusing on Feature Space Preservation, typically measured using Cosine Similarity. 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 | Feature Space Preservation | | Dataset (including any stated split) | C4 | | Metric | Cosine Similarity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Cosine Similarity](): Higher is better; unit: PERCENT. ## Recorded results | Method | Cosine Similarity | Result date | Report paper | | --- | --- | --- | --- | | BF16 | 100 | Not recorded | 69c36be70636e5bf4afc6327 | | BF16 | 100 | Not recorded | 69c36be70636e5bf4afc6327 | | BF16 | 100 | Not recorded | 69c36be70636e5bf4afc6327 | | BF16 | 100 | Not recorded | 69c36be70636e5bf4afc6327 | | FAAR+2FA | 98.71 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ | 98.63 | Not recorded | 69c36be70636e5bf4afc6327 | | MR-GPTQ | 98.47 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ+4/6 | 98.42 | Not recorded | 69c36be70636e5bf4afc6327 | | FAAR+2FA | 98.39 | Not recorded | 69c36be70636e5bf4afc6327 | | 4/6 | 98.28 | Not recorded | 69c36be70636e5bf4afc6327 | | FAAR+2FA | 98.21 | Not recorded | 69c36be70636e5bf4afc6327 | | Strong Baseline | 98.11 | Not recorded | 69c36be70636e5bf4afc6327 | | RTN | 98.03 | Not recorded | 69c36be70636e5bf4afc6327 | | MR-GPTQ | 98.02 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ | 97.95 | Not recorded | 69c36be70636e5bf4afc6327 | | 4/6 | 97.91 | Not recorded | 69c36be70636e5bf4afc6327 | | Strong Baseline | 97.82 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ+4/6 | 97.55 | Not recorded | 69c36be70636e5bf4afc6327 | | FAAR+2FA | 97.5 | Not recorded | 69c36be70636e5bf4afc6327 | | MR-GPTQ | 97.41 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ+4/6 | 97.34 | Not recorded | 69c36be70636e5bf4afc6327 | | 4/6 | 97.33 | Not recorded | 69c36be70636e5bf4afc6327 | | Strong Baseline | 97.21 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ+4/6 | 97.14 | Not recorded | 69c36be70636e5bf4afc6327 | | RTN | 97.11 | Not recorded | 69c36be70636e5bf4afc6327 | | RTN | 97.11 | Not recorded | 69c36be70636e5bf4afc6327 | | MR-GPTQ | 97.02 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ | 96.88 | Not recorded | 69c36be70636e5bf4afc6327 | | GPTQ | 96.01 | Not recorded | 69c36be70636e5bf4afc6327 | | Strong Baseline | 95.87 | Not recorded | 69c36be70636e5bf4afc6327 | | 4/6 | 95.61 | Not recorded | 69c36be70636e5bf4afc6327 | | RTN | 94.27 | Not recorded | 69c36be70636e5bf4afc6327 | ### BF16 Cosine Similarity: 100. Result ID: 69c3da4f47f34ce924ad26d7. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. ### BF16 Cosine Similarity: 100. Result ID: 69c3da4f47f34ce924ad26d8. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### BF16 Cosine Similarity: 100. Result ID: 69c3da4f47f34ce924ad26d9. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### BF16 Cosine Similarity: 100. Result ID: 69c3da4f47f34ce924ad26da. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### FAAR+2FA Cosine Similarity: 98.71. Result ID: 69c3da4f47f34ce924ad26f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### GPTQ Cosine Similarity: 98.63. Result ID: 69c3da4f47f34ce924ad26e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### MR-GPTQ Cosine Similarity: 98.47. Result ID: 69c3da4f47f34ce924ad26e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### GPTQ+4/6 Cosine Similarity: 98.42. Result ID: 69c3da4f47f34ce924ad26ee. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### FAAR+2FA Cosine Similarity: 98.39. Result ID: 69c3da4f47f34ce924ad26f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### 4/6 Cosine Similarity: 98.28. Result ID: 69c3da4f47f34ce924ad26e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### FAAR+2FA Cosine Similarity: 98.21. Result ID: 69c3da4f47f34ce924ad26f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### Strong Baseline Cosine Similarity: 98.11. Result ID: 69c3da4f47f34ce924ad26f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### RTN Cosine Similarity: 98.03. Result ID: 69c3da4f47f34ce924ad26dc. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### MR-GPTQ Cosine Similarity: 98.02. Result ID: 69c3da4f47f34ce924ad26e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### GPTQ Cosine Similarity: 97.95. Result ID: 69c3da4f47f34ce924ad26e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### 4/6 Cosine Similarity: 97.91. Result ID: 69c3da4f47f34ce924ad26ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### Strong Baseline Cosine Similarity: 97.82. Result ID: 69c3da4f47f34ce924ad26f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### GPTQ+4/6 Cosine Similarity: 97.55. Result ID: 69c3da4f47f34ce924ad26ec. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### FAAR+2FA Cosine Similarity: 97.5. Result ID: 69c3da4f47f34ce924ad26f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. ### MR-GPTQ Cosine Similarity: 97.41. Result ID: 69c3da4f47f34ce924ad26e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### GPTQ+4/6 Cosine Similarity: 97.34. Result ID: 69c3da4f47f34ce924ad26ed. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### 4/6 Cosine Similarity: 97.33. Result ID: 69c3da4f47f34ce924ad26e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. ### Strong Baseline Cosine Similarity: 97.21. Result ID: 69c3da4f47f34ce924ad26f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### GPTQ+4/6 Cosine Similarity: 97.14. Result ID: 69c3da4f47f34ce924ad26eb. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. ### RTN Cosine Similarity: 97.11. Result ID: 69c3da4f47f34ce924ad26dd. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### RTN Cosine Similarity: 97.11. Result ID: 69c3da4f47f34ce924ad26de. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"8B"}. This record does not assert independent reproduction. ### MR-GPTQ Cosine Similarity: 97.02. Result ID: 69c3da4f47f34ce924ad26e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. ### GPTQ Cosine Similarity: 96.88. Result ID: 69c3da4f47f34ce924ad26e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"8B"}. This record does not assert independent reproduction. ### GPTQ Cosine Similarity: 96.01. Result ID: 69c3da4f47f34ce924ad26df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. ### Strong Baseline Cosine Similarity: 95.87. Result ID: 69c3da4f47f34ce924ad26ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. ### 4/6 Cosine Similarity: 95.61. Result ID: 69c3da4f47f34ce924ad26e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture":"Qwen3","Model Size":"1.7B"}. This record does not assert independent reproduction. ### RTN Cosine Similarity: 94.27. Result ID: 69c3da4f47f34ce924ad26db. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture":"Llama3","Model Size":"1B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.