# Multi-Hop Question Answering on Bamb (F1 score) Source: [Multi-Hop Question Answering on Bamb (F1 score)]() Collection index: [llms.txt]() Data updated: 2026-06-12T06:37:08.397Z Evaluation of model performance on the Bamb dataset for Multi-Hop Question Answering, specifically reporting the F1 score metric. 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 | Multi-Hop Question Answering | | Dataset (including any stated split) | Bamb | | Metric | F1 Score (Bamb) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [F1 Score (Bamb)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score (Bamb) | Result date | Report paper | | --- | --- | --- | --- | | ReCal | 71 | Not recorded | 6a2b9262d33dfb23e783ae60 | | ReCal | 69 | Not recorded | 6a2b9262d33dfb23e783ae60 | | RouterDC | 62.3 | Not recorded | 6a2b9262d33dfb23e783ae60 | | Largest LLM | 60.8 | Not recorded | 6a2b9262d33dfb23e783ae60 | | Router-R1 | 59.6 | Not recorded | 6a2b9262d33dfb23e783ae60 | | Prompt LLM\* | 58 | Not recorded | 6a2b9262d33dfb23e783ae60 | | Prompt LLM | 57.9 | Not recorded | 6a2b9262d33dfb23e783ae60 | | GraphRouter | 54.6 | Not recorded | 6a2b9262d33dfb23e783ae60 | | KNN Router | 49.6 | Not recorded | 6a2b9262d33dfb23e783ae60 | | KNN Router\* | 49.3 | Not recorded | 6a2b9262d33dfb23e783ae60 | | MLP Router | 46 | Not recorded | 6a2b9262d33dfb23e783ae60 | | RouteLLM | 42.3 | Not recorded | 6a2b9262d33dfb23e783ae60 | | Search-R1 | 38.7 | Not recorded | 6a2b9262d33dfb23e783ae60 | | CoT | 33.2 | Not recorded | 6a2b9262d33dfb23e783ae60 | | RAG | 30.3 | Not recorded | 6a2b9262d33dfb23e783ae60 | | SFT | 17.3 | Not recorded | 6a2b9262d33dfb23e783ae60 | | Vanilla | 11.2 | Not recorded | 6a2b9262d33dfb23e783ae60 | ### ReCal F1 Score (Bamb): 71. Result ID: 6a2ba895fbc373592c29573e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"RL-based Routing","Variant":"+"}. This record does not assert independent reproduction. ### ReCal F1 Score (Bamb): 69. Result ID: 6a2ba895fbc373592c29573d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"RL-based Routing"}. This record does not assert independent reproduction. ### RouterDC F1 Score (Bamb): 62.3. Result ID: 6a2ba895fbc373592c29573a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### Largest LLM F1 Score (Bamb): 60.8. Result ID: 6a2ba895fbc373592c295733. [Reporting paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### Router-R1 F1 Score (Bamb): 59.6. Result ID: 6a2ba895fbc373592c29573c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"RL-based Routing"}. This record does not assert independent reproduction. ### Prompt LLM\* F1 Score (Bamb): 58. Result ID: 6a2ba895fbc373592c295735. [Reporting paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### Prompt LLM F1 Score (Bamb): 57.9. Result ID: 6a2ba895fbc373592c295734. [Reporting paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### GraphRouter F1 Score (Bamb): 54.6. Result ID: 6a2ba895fbc373592c29573b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### KNN Router F1 Score (Bamb): 49.6. Result ID: 6a2ba895fbc373592c295736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### KNN Router\* F1 Score (Bamb): 49.3. Result ID: 6a2ba895fbc373592c295737. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### MLP Router F1 Score (Bamb): 46. Result ID: 6a2ba895fbc373592c295738. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### RouteLLM F1 Score (Bamb): 42.3. Result ID: 6a2ba895fbc373592c295739. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"Heuristic & Discriminative Routing"}. This record does not assert independent reproduction. ### Search-R1 F1 Score (Bamb): 38.7. Result ID: 6a2ba895fbc373592c295732. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"No Routing"}. This record does not assert independent reproduction. ### CoT F1 Score (Bamb): 33.2. Result ID: 6a2ba895fbc373592c29572f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Routing":"No Routing"}. This record does not assert independent reproduction. ### RAG F1 Score (Bamb): 30.3. Result ID: 6a2ba895fbc373592c295731. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Routing":"No Routing"}. This record does not assert independent reproduction. ### SFT F1 Score (Bamb): 17.3. Result ID: 6a2ba895fbc373592c295730. [Reporting paper]() Recorded evaluation configuration: {"Routing":"No Routing"}. This record does not assert independent reproduction. ### Vanilla F1 Score (Bamb): 11.2. Result ID: 6a2ba895fbc373592c29572e. [Reporting paper]() Recorded evaluation configuration: {"Routing":"No Routing"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.