# Latent Training Semantics Recovery on ImageNet 1K (train) Source: [Latent Training Semantics Recovery on ImageNet 1K (train)]() Collection index: [llms.txt]() Data updated: 2026-03-10T13:35:11.604Z Evaluation of model performance in recovering latent training semantics using the training split of the ImageNet 1K dataset, measured by Semantic Similarity Score. 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 | Latent Training Semantics Recovery | | Dataset (including any stated split) | ImageNet 1K (train) | | Metric | Semantic Similarity Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Semantic Similarity Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Semantic Similarity Score | Result date | Report paper | | --- | --- | --- | --- | | CLIPDissect | 73 | Not recorded | 69afa5b02d603e6de3e43da1 | | UNBOX | 63 | Not recorded | 69afa5b02d603e6de3e43da1 | | DEXTER | 49 | Not recorded | 69afa5b02d603e6de3e43da1 | | UNBOX | 45 | Not recorded | 69afa5b02d603e6de3e43da1 | | WWW | 43 | Not recorded | 69afa5b02d603e6de3e43da1 | | DEXTER | 34 | Not recorded | 69afa5b02d603e6de3e43da1 | | CLIPDissect | 30 | Not recorded | 69afa5b02d603e6de3e43da1 | | WWW | 27 | Not recorded | 69afa5b02d603e6de3e43da1 | | Random | 3 | Not recorded | 69afa5b02d603e6de3e43da1 | | Random | 3 | Not recorded | 69afa5b02d603e6de3e43da1 | ### CLIPDissect Semantic Similarity Score: 73. Result ID: 69b01df86dbb7075b95a431d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":true,"Access to training data (D)":true,"Backbone":"RN50"}. This record does not assert independent reproduction. ### UNBOX Semantic Similarity Score: 63. Result ID: 69b01df86dbb7075b95a4321. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":false,"Access to training data (D)":false,"Backbone":"RN50"}. This record does not assert independent reproduction. ### DEXTER Semantic Similarity Score: 49. Result ID: 69b01df86dbb7075b95a431f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":true,"Access to training data (D)":false,"Backbone":"RN50"}. This record does not assert independent reproduction. ### UNBOX Semantic Similarity Score: 45. Result ID: 69b01df86dbb7075b95a4322. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":false,"Access to training data (D)":false,"Backbone":"ViT"}. This record does not assert independent reproduction. ### WWW Semantic Similarity Score: 43. Result ID: 69b01df86dbb7075b95a431b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":true,"Access to training data (D)":true,"Backbone":"RN50"}. This record does not assert independent reproduction. ### DEXTER Semantic Similarity Score: 34. Result ID: 69b01df86dbb7075b95a4320. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":true,"Access to training data (D)":false,"Backbone":"ViT"}. This record does not assert independent reproduction. ### CLIPDissect Semantic Similarity Score: 30. Result ID: 69b01df86dbb7075b95a431e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":true,"Access to training data (D)":true,"Backbone":"ViT"}. This record does not assert independent reproduction. ### WWW Semantic Similarity Score: 27. Result ID: 69b01df86dbb7075b95a431c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to model weights (W)":true,"Access to training data (D)":true,"Backbone":"ViT"}. This record does not assert independent reproduction. ### Random Semantic Similarity Score: 3. Result ID: 69b01df86dbb7075b95a4323. [Reporting paper]() Recorded evaluation configuration: {"Access to model weights (W)":false,"Access to training data (D)":false,"Backbone":"RN50"}. This record does not assert independent reproduction. ### Random Semantic Similarity Score: 3. Result ID: 69b01df86dbb7075b95a4324. [Reporting paper]() Recorded evaluation configuration: {"Access to model weights (W)":false,"Access to training data (D)":false,"Backbone":"ViT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.