# 83 global sensemaking questions Source: [83 global sensemaking questions]() Collection index: [llms.txt]() Data updated: 2026-04-10T06:58:34.109Z Evaluation of model performance on the '83 global sensemaking questions' dataset for the Global sensemaking task, measured by Overall 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 | Global sensemaking | | Dataset (including any stated split) | 83 global sensemaking questions | | Metric | Overall Score | | Unit | SCALAR | | 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 - [Overall Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Overall Score | Result date | Report paper | | --- | --- | --- | --- | | KEO | 4.87 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-Chunk RAG | 4.47 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 4.44 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 4.39 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-Chunk RAG | 4.33 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 4.32 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-Chunk RAG | 4.32 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 4.31 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 4.29 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 4.13 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-Chunk RAG | 4.12 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 4.09 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-Chunk RAG | 3.9 | Not recorded | 68fa7bef1e209131cea8b6da | | KEO | 3.87 | Not recorded | 68fa7bef1e209131cea8b6da | | Text-Chunk RAG | 3.84 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 3.7 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 3.68 | Not recorded | 68fa7bef1e209131cea8b6da | | Vanilla LLM | 3.39 | Not recorded | 68fa7bef1e209131cea8b6da | ### KEO Overall Score: 4.87. Result ID: 69d89e1c47f34ce924c0ec2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gemma-3-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Text-Chunk RAG Overall Score: 4.47. Result ID: 69d89e1c47f34ce924c0ec29. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemma-3-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### KEO Overall Score: 4.44. Result ID: 69d89e1c47f34ce924c0ec2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"phi-4","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### KEO Overall Score: 4.39. Result ID: 69d89e1c47f34ce924c0ec31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mistral-nemo-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Text-Chunk RAG Overall Score: 4.33. Result ID: 69d89e1c47f34ce924c0ec2c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"phi-4","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 4.32. Result ID: 69d89e1c47f34ce924c0ec2d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"phi-4","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Text-Chunk RAG Overall Score: 4.32. Result ID: 69d89e1c47f34ce924c0ec2f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mistral-nemo-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### KEO Overall Score: 4.31. Result ID: 69d89e1c47f34ce924c0ec22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gemma-3-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 4.29. Result ID: 69d89e1c47f34ce924c0ec2a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemma-3-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 4.13. Result ID: 69d89e1c47f34ce924c0ec30. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mistral-nemo-it","Evaluator":"Llama-3.3-it"}. This record does not assert independent reproduction. ### Text-Chunk RAG Overall Score: 4.12. Result ID: 69d89e1c47f34ce924c0ec20. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemma-3-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### KEO Overall Score: 4.09. Result ID: 69d89e1c47f34ce924c0ec25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"phi-4","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Text-Chunk RAG Overall Score: 3.9. Result ID: 69d89e1c47f34ce924c0ec23. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"phi-4","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### KEO Overall Score: 3.87. Result ID: 69d89e1c47f34ce924c0ec28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"mistral-nemo-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Text-Chunk RAG Overall Score: 3.84. Result ID: 69d89e1c47f34ce924c0ec26. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mistral-nemo-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 3.7. Result ID: 69d89e1c47f34ce924c0ec21. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemma-3-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 3.68. Result ID: 69d89e1c47f34ce924c0ec24. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"phi-4","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. ### Vanilla LLM Overall Score: 3.39. Result ID: 69d89e1c47f34ce924c0ec27. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"mistral-nemo-it","Evaluator":"GPT-4o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.