# Target Entity Detection on Extended BHM (test) Source: [Target Entity Detection on Extended BHM (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:45.647Z Evaluation of Target Entity Detection performance on the test split of the Extended BHM dataset, reporting Precision, Recall, and F1 scores. 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 | Target Entity Detection | | Dataset (including any stated split) | Extended BHM (test) | | Metric | Precision | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | FAISS-Based k-NN | 76 | Not recorded | 699d307c6017c4460ffab3bb | | RAG-Fused DORA | 74 | Not recorded | 699d307c6017c4460ffab3bb | | CLIP + XLM-R-L | 70 | Not recorded | 699d307c6017c4460ffab3bb | | CLIP + XGLM | 69 | Not recorded | 699d307c6017c4460ffab3bb | | DINOv2 + XLM-R | 67 | Not recorded | 699d307c6017c4460ffab3bb | | DINOv2 + XGLM | 66 | Not recorded | 699d307c6017c4460ffab3bb | | XLM-R-L | 65 | Not recorded | 699d307c6017c4460ffab3bb | | DORA | 61 | Not recorded | 699d307c6017c4460ffab3bb | | mDeBERTa-v3 | 60 | Not recorded | 699d307c6017c4460ffab3bb | | MAF | 56 | Not recorded | 699d307c6017c4460ffab3bb | | XGLM-564M | 55 | Not recorded | 699d307c6017c4460ffab3bb | | DINOv2-Base | 48 | Not recorded | 699d307c6017c4460ffab3bb | | RAG-Prompted LLaVA | 48 | Not recorded | 699d307c6017c4460ffab3bb | | ConvNeXT-Base | 44 | Not recorded | 699d307c6017c4460ffab3bb | | CLIP (ViT-B/32) | 41 | Not recorded | 699d307c6017c4460ffab3bb | | LLaVA | 41 | Not recorded | 699d307c6017c4460ffab3bb | | LLaVA | 29 | Not recorded | 699d307c6017c4460ffab3bb | ### FAISS-Based k-NN Precision: 76. Result ID: 699e3b735698665ec4f83875. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Proposed Retrieval-Based Methods"}. This record does not assert independent reproduction. ### RAG-Fused DORA Precision: 74. Result ID: 699e3b735698665ec4f83876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Proposed Retrieval-Based Methods"}. This record does not assert independent reproduction. ### CLIP + XLM-R-L Precision: 70. Result ID: 699e3b735698665ec4f83872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"xDORA","Category":"Proposed Supervised Framework Variants"}. This record does not assert independent reproduction. ### CLIP + XGLM Precision: 69. Result ID: 699e3b735698665ec4f83871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"xDORA","Category":"Proposed Supervised Framework Variants"}. This record does not assert independent reproduction. ### DINOv2 + XLM-R Precision: 67. Result ID: 699e3b735698665ec4f83874. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"xDORA","Category":"Proposed Supervised Framework Variants"}. This record does not assert independent reproduction. ### DINOv2 + XGLM Precision: 66. Result ID: 699e3b735698665ec4f83873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"xDORA","Category":"Proposed Supervised Framework Variants"}. This record does not assert independent reproduction. ### XLM-R-L Precision: 65. Result ID: 699e3b735698665ec4f8386b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Text Only"}. This record does not assert independent reproduction. ### DORA Precision: 61. Result ID: 699e3b735698665ec4f8386d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Multimodal"}. This record does not assert independent reproduction. ### mDeBERTa-v3 Precision: 60. Result ID: 699e3b735698665ec4f8386c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Text Only"}. This record does not assert independent reproduction. ### MAF Precision: 56. Result ID: 699e3b735698665ec4f8386e. [Reporting paper]() Recorded evaluation configuration: {"Category":"Multimodal"}. This record does not assert independent reproduction. ### XGLM-564M Precision: 55. Result ID: 699e3b735698665ec4f8386a. [Reporting paper]() Recorded evaluation configuration: {"Category":"Text Only"}. This record does not assert independent reproduction. ### DINOv2-Base Precision: 48. Result ID: 699e3b735698665ec4f83868. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Vision Only"}. This record does not assert independent reproduction. ### RAG-Prompted LLaVA Precision: 48. Result ID: 699e3b735698665ec4f83877. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Proposed Retrieval-Based Methods"}. This record does not assert independent reproduction. ### ConvNeXT-Base Precision: 44. Result ID: 699e3b735698665ec4f83869. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Vision Only"}. This record does not assert independent reproduction. ### CLIP (ViT-B/32) Precision: 41. Result ID: 699e3b735698665ec4f83867. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Vision Only"}. This record does not assert independent reproduction. ### LLaVA Precision: 41. Result ID: 699e3b735698665ec4f8386f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"LVLM","Zero-shot":true}. This record does not assert independent reproduction. ### LLaVA Precision: 29. Result ID: 699e3b735698665ec4f83870. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"LVLM","Few-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.