# Inter-Turn Relation Prediction on CMV QR data Source: [Inter-Turn Relation Prediction on CMV QR data]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:15.836Z Evaluation of Inter-Turn Relation Prediction performance on the CMV QR data, measured using Precision, Recall, and F-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 | Inter-Turn Relation Prediction | | Dataset (including any stated split) | CMV QR data | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F-Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer + Source ≠ Target Constraint | 18.9 | Not recorded | 68fa676f1e209131cea1636b | | QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer + Source ≠ Target Constraint | 17.5 | Not recorded | 68fa676f1e209131cea1636b | | QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer | 16 | Not recorded | 68fa676f1e209131cea1636b | | QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer | 14.5 | Not recorded | 68fa676f1e209131cea1636b | | QR Context Fine-Tuned BERT + RST Features | 12.2 | Not recorded | 68fa676f1e209131cea1636b | | QR Context Fine-Tuned BERT | 11 | Not recorded | 68fa676f1e209131cea1636b | | QR Context Fine-Tuned BERT + RST Features | 11 | Not recorded | 68fa676f1e209131cea1636b | | QR Context Fine-Tuned BERT | 10 | Not recorded | 68fa676f1e209131cea1636b | | BERT | 8.8 | Not recorded | 68fa676f1e209131cea1636b | | BERT | 7.9 | Not recorded | 68fa676f1e209131cea1636b | | Morio and Fujita (2018) | 7.6 | Not recorded | 68fa676f1e209131cea1636b | | Menini et al. (2018) + RST Features | 6.4 | Not recorded | 68fa676f1e209131cea1636b | | Menini et al. (2018) | 5.9 | Not recorded | 68fa676f1e209131cea1636b | | RST Features | 5.1 | Not recorded | 68fa676f1e209131cea1636b | | All relations | 5 | Not recorded | 68fa676f1e209131cea1636b | | Menini et al. (2018) + RST Features | 4.9 | Not recorded | 68fa676f1e209131cea1636b | | Menini et al. (2018) | 4.8 | Not recorded | 68fa676f1e209131cea1636b | | RST Features | 3.8 | Not recorded | 68fa676f1e209131cea1636b | ### QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer + Source ≠ Target Constraint Precision: 18.9. Result ID: 698d35318b517eb4331fcb4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Gold","additional\_features":"RST Features, Extractive Summarizer","constraint":"Source ≠ Target"}. This record does not assert independent reproduction. ### QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer + Source ≠ Target Constraint Precision: 17.5. Result ID: 698d35318b517eb4331fcb4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Predicted","additional\_features":"RST Features, Extractive Summarizer","constraint":"Source ≠ Target"}. This record does not assert independent reproduction. ### QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer Precision: 16. Result ID: 698d35318b517eb4331fcb4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Gold","additional\_features":"RST Features, Extractive Summarizer"}. This record does not assert independent reproduction. ### QR Context Fine-Tuned BERT + RST Features + Extractive Summarizer Precision: 14.5. Result ID: 698d35318b517eb4331fcb4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Predicted","additional\_features":"RST Features, Extractive Summarizer"}. This record does not assert independent reproduction. ### QR Context Fine-Tuned BERT + RST Features Precision: 12.2. Result ID: 698d35318b517eb4331fcb49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Predicted","additional\_features":"RST Features"}. This record does not assert independent reproduction. ### QR Context Fine-Tuned BERT Precision: 11. Result ID: 698d35318b517eb4331fcb46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Gold"}. This record does not assert independent reproduction. ### QR Context Fine-Tuned BERT + RST Features Precision: 11. Result ID: 698d35318b517eb4331fcb48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Gold","additional\_features":"RST Features"}. This record does not assert independent reproduction. ### QR Context Fine-Tuned BERT Precision: 10. Result ID: 698d35318b517eb4331fcb47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Predicted"}. This record does not assert independent reproduction. ### BERT Precision: 8.8. Result ID: 698d35318b517eb4331fcb44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Gold"}. This record does not assert independent reproduction. ### BERT Precision: 7.9. Result ID: 698d35318b517eb4331fcb45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"claim\_source":"Predicted"}. This record does not assert independent reproduction. ### Morio and Fujita (2018) Precision: 7.6. Result ID: 698d35318b517eb4331fcb43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"claim\_source":"Gold"}. This record does not assert independent reproduction. ### Menini et al. (2018) + RST Features Precision: 6.4. Result ID: 698d35318b517eb4331fcb3f. [Reporting paper]() Recorded evaluation configuration: {"claim\_source":"Gold"}. This record does not assert independent reproduction. ### Menini et al. (2018) Precision: 5.9. Result ID: 698d35318b517eb4331fcb3d. [Reporting paper]() Recorded evaluation configuration: {"claim\_source":"Gold"}. This record does not assert independent reproduction. ### RST Features Precision: 5.1. Result ID: 698d35318b517eb4331fcb41. [Reporting paper]() Recorded evaluation configuration: {"claim\_source":"Gold"}. This record does not assert independent reproduction. ### All relations Precision: 5. Result ID: 698d35318b517eb4331fcb3c. [Reporting paper]() Recorded evaluation configuration: {"claim\_source":"Gold"}. This record does not assert independent reproduction. ### Menini et al. (2018) + RST Features Precision: 4.9. Result ID: 698d35318b517eb4331fcb40. [Reporting paper]() Recorded evaluation configuration: {"claim\_source":"Predicted"}. This record does not assert independent reproduction. ### Menini et al. (2018) Precision: 4.8. Result ID: 698d35318b517eb4331fcb3e. [Reporting paper]() Recorded evaluation configuration: {"claim\_source":"Predicted"}. This record does not assert independent reproduction. ### RST Features Precision: 3.8. Result ID: 698d35318b517eb4331fcb42. [Reporting paper]() Recorded evaluation configuration: {"claim\_source":"Predicted"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.