# Cross-lingual Aspect-Based Sentiment Analysis on SemEval 2016 Source: [Cross-lingual Aspect-Based Sentiment Analysis on SemEval 2016]() Collection index: [llms.txt]() Data updated: 2026-04-13T09:40:14.382Z Evaluation of Cross-lingual Aspect-Based Sentiment Analysis performance on the SemEval 2016 dataset, reporting scores across multiple languages (e.g., FR, ES, NL, RU). 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 | Cross-lingual Aspect-Based Sentiment Analysis | | Dataset (including any stated split) | SemEval 2016 | | Metric | FR Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [FR Score](): Higher is better; unit: PERCENT. - [ES Score](): Higher is better; unit: PERCENT. - [NL Score](): Higher is better; unit: PERCENT. - [RU Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | FR Score | Result date | Report paper | | --- | --- | --- | --- | | SUPERVISED | 67.44 | Not recorded | 68fa770f1e209131cea70d8f | | MSMO-DISTILL-M | 63.89 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA-DISTILL-M | 62.1 | Not recorded | 68fa770f1e209131cea70d8f | | SUPERVISED | 61.8 | Not recorded | 68fa770f1e209131cea70d8f | | MSMO-DISTILL-S | 61.69 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA-DISTILL-S | 61.2 | Not recorded | 68fa770f1e209131cea70d8f | | MSMO | 61.01 | Not recorded | 68fa770f1e209131cea70d8f | | ACS-DISTILL-S | 61 | Not recorded | 68fa770f1e209131cea70d8f | | Equi-XABSA | 60.68 | Not recorded | 68fa770f1e209131cea70d8f | | ACS-DISTILL-M | 59.9 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA (TL) | 59.47 | Not recorded | 68fa770f1e209131cea70d8f | | ACS | 59.39 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA (SL) | 58.1 | Not recorded | 68fa770f1e209131cea70d8f | | ZERO-SHOT | 56.43 | Not recorded | 68fa770f1e209131cea70d8f | | MSMO-DISTILL-M | 54.39 | Not recorded | 68fa770f1e209131cea70d8f | | MSMO-DISTILL-S | 53.58 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA-DISTILL-M | 52.99 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA-DISTILL-S | 52.76 | Not recorded | 68fa770f1e209131cea70d8f | | ACS-DISTILL-M | 52.25 | Not recorded | 68fa770f1e209131cea70d8f | | ACS-DISTILL-S | 52.23 | Not recorded | 68fa770f1e209131cea70d8f | | MSMO | 51.42 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA (TL) | 50.55 | Not recorded | 68fa770f1e209131cea70d8f | | Equi-XABSA | 50.08 | Not recorded | 68fa770f1e209131cea70d8f | | CL-XABSA (SL) | 49.75 | Not recorded | 68fa770f1e209131cea70d8f | | ACS | 49.65 | Not recorded | 68fa770f1e209131cea70d8f | | BILINGUAL-TA | 49.34 | Not recorded | 68fa770f1e209131cea70d8f | | TRANSLATION-TA | 47 | Not recorded | 68fa770f1e209131cea70d8f | | ZERO-SHOT | 45.6 | Not recorded | 68fa770f1e209131cea70d8f | | BILINGUAL-TA | 41 | Not recorded | 68fa770f1e209131cea70d8f | | TRANSLATION-TA | 40.76 | Not recorded | 68fa770f1e209131cea70d8f | ### SUPERVISED FR Score: 67.44. Result ID: 69dcb93c47f34ce924c403e6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MSMO-DISTILL-M FR Score: 63.89. Result ID: 69dcb93c47f34ce924c40402. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### CL-XABSA-DISTILL-M FR Score: 62.1. Result ID: 69dcb93c47f34ce924c403fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### SUPERVISED FR Score: 61.8. Result ID: 69dcb93c47f34ce924c403e5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### MSMO-DISTILL-S FR Score: 61.69. Result ID: 69dcb93c47f34ce924c40400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### CL-XABSA-DISTILL-S FR Score: 61.2. Result ID: 69dcb93c47f34ce924c403fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MSMO FR Score: 61.01. Result ID: 69dcb93c47f34ce924c403f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### ACS-DISTILL-S FR Score: 61. Result ID: 69dcb93c47f34ce924c403f8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### Equi-XABSA FR Score: 60.68. Result ID: 69dcb93c47f34ce924c403f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### ACS-DISTILL-M FR Score: 59.9. Result ID: 69dcb93c47f34ce924c403fa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### CL-XABSA (TL) FR Score: 59.47. Result ID: 69dcb93c47f34ce924c403f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### ACS FR Score: 59.39. Result ID: 69dcb93c47f34ce924c403ee. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### CL-XABSA (SL) FR Score: 58.1. Result ID: 69dcb93c47f34ce924c403f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### ZERO-SHOT FR Score: 56.43. Result ID: 69dcb93c47f34ce924c403e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### MSMO-DISTILL-M FR Score: 54.39. Result ID: 69dcb93c47f34ce924c40401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### MSMO-DISTILL-S FR Score: 53.58. Result ID: 69dcb93c47f34ce924c403ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### CL-XABSA-DISTILL-M FR Score: 52.99. Result ID: 69dcb93c47f34ce924c403fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### CL-XABSA-DISTILL-S FR Score: 52.76. Result ID: 69dcb93c47f34ce924c403fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### ACS-DISTILL-M FR Score: 52.25. Result ID: 69dcb93c47f34ce924c403f9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### ACS-DISTILL-S FR Score: 52.23. Result ID: 69dcb93c47f34ce924c403f7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### MSMO FR Score: 51.42. Result ID: 69dcb93c47f34ce924c403f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### CL-XABSA (TL) FR Score: 50.55. Result ID: 69dcb93c47f34ce924c403f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### Equi-XABSA FR Score: 50.08. Result ID: 69dcb93c47f34ce924c403f3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### CL-XABSA (SL) FR Score: 49.75. Result ID: 69dcb93c47f34ce924c403ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### ACS FR Score: 49.65. Result ID: 69dcb93c47f34ce924c403ed. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### BILINGUAL-TA FR Score: 49.34. Result ID: 69dcb93c47f34ce924c403ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### TRANSLATION-TA FR Score: 47. Result ID: 69dcb93c47f34ce924c403ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XLM-R"}. This record does not assert independent reproduction. ### ZERO-SHOT FR Score: 45.6. Result ID: 69dcb93c47f34ce924c403e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### BILINGUAL-TA FR Score: 41. Result ID: 69dcb93c47f34ce924c403eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. ### TRANSLATION-TA FR Score: 40.76. Result ID: 69dcb93c47f34ce924c403e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mBERT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.