# Reward Modeling on Meta-World Open door Source: [Reward Modeling on Meta-World Open door]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:53.607Z Evaluation of Reward Modeling performance on the Open Door task within the Meta-World environment, measured by Prediction Accuracy. 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 | Reward Modeling | | Dataset (including any stated split) | Meta-World Open door | | Metric | Prediction Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Prediction Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Prediction Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LTCNtext | 65.46 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 65.02 | Not recorded | 694cc50853fdd5c36173a87a | | LTriplet | 65.02 | Not recorded | 694cc50853fdd5c36173a87a | | LTCNtext | 64.96 | Not recorded | 694cc50853fdd5c36173a87a | | LTCNtext | 64.8 | Not recorded | 694cc50853fdd5c36173a87a | | LTriplet | 64.27 | Not recorded | 694cc50853fdd5c36173a87a | | LTriplet | 64.04 | Not recorded | 694cc50853fdd5c36173a87a | | LTCNtext | 63.98 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 63.64 | Not recorded | 694cc50853fdd5c36173a87a | | LTriplet | 62.78 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 62.33 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 61.04 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 60.12 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 58.57 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 58.4 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 57.27 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 56.8 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 55.04 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 55.04 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 54.44 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 54.22 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 54.21 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 53.17 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 52.44 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 50.37 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 50.02 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 49.42 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 49.28 | Not recorded | 694cc50853fdd5c36173a87a | ### LTCNtext Prediction Accuracy: 65.46. Result ID: 69994c515698665ec4b68232. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 65.02. Result ID: 69994c515698665ec4b68238. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LTriplet Prediction Accuracy: 65.02. Result ID: 69994c515698665ec4b68248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LTCNtext Prediction Accuracy: 64.96. Result ID: 69994c515698665ec4b68234. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LTCNtext Prediction Accuracy: 64.8. Result ID: 69994c515698665ec4b68231. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LTriplet Prediction Accuracy: 64.27. Result ID: 69994c515698665ec4b68246. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LTriplet Prediction Accuracy: 64.04. Result ID: 69994c515698665ec4b68247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LTCNtext Prediction Accuracy: 63.98. Result ID: 69994c515698665ec4b68233. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 63.64. Result ID: 69994c515698665ec4b68237. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LTriplet Prediction Accuracy: 62.78. Result ID: 69994c515698665ec4b68245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 62.33. Result ID: 69994c515698665ec4b68236. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 61.04. Result ID: 69994c515698665ec4b68235. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 60.12. Result ID: 69994c515698665ec4b6823c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 58.57. Result ID: 69994c515698665ec4b68240. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 58.4. Result ID: 69994c515698665ec4b6823b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 57.27. Result ID: 69994c515698665ec4b68230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 56.8. Result ID: 69994c515698665ec4b6823a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 55.04. Result ID: 69994c515698665ec4b6822e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 55.04. Result ID: 69994c515698665ec4b6823f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 54.44. Result ID: 69994c515698665ec4b6822f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 54.22. Result ID: 69994c515698665ec4b6823e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 54.21. Result ID: 69994c515698665ec4b68244. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 53.17. Result ID: 69994c515698665ec4b68239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 52.44. Result ID: 69994c515698665ec4b68243. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 50.37. Result ID: 69994c515698665ec4b68242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 50.02. Result ID: 69994c515698665ec4b6822d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 49.42. Result ID: 69994c515698665ec4b6823d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 49.28. Result ID: 69994c515698665ec4b68241. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.