# Causal Spatial Reasoning on CausalSpatial Source: [Causal Spatial Reasoning on CausalSpatial]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:28.783Z Evaluation of model performance on the CausalSpatial dataset, focusing on causal and spatial reasoning capabilities, measured by overall average score and rank. 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 | Causal Spatial Reasoning | | Dataset (including any stated split) | CausalSpatial | | Metric | Overall Average Score | | 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 - [Overall Average Score](): Higher is better; unit: PERCENT. - [Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Overall Average Score | Result date | Report paper | | --- | --- | --- | --- | | Human | 84.49 | Not recorded | 69705ddae25ad2fa9d1ed67a | | GPT5 | 54.17 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Gemini2.5 Pro | 50.55 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Qwen3-VL-30B-A3B-T. | 50.5 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Gemini2.5 Flash | 48.82 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Sonnet 3.7 | 48.07 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Qwen3-VL-30B-A3B-I. | 45.8 | Not recorded | 69705ddae25ad2fa9d1ed67a | | GPT5-mini | 45.44 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Qwen3-VL-4B-I. | 44.76 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Qwen3-VL-8B-I. | 43.53 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Qwen3-VL-8B-T. | 42.65 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Qwen3-VL-2B-I. | 40.6 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Spatial-MLLM | 40 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Qwen2.5-VL-7B-I. | 39.61 | Not recorded | 69705ddae25ad2fa9d1ed67a | | LLaVAOneVision1.5-8B-I. | 34.62 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Spatial-VLM | 33.5 | Not recorded | 69705ddae25ad2fa9d1ed67a | | Random | 28.6 | Not recorded | 69705ddae25ad2fa9d1ed67a | ### Human Overall Average Score: 84.49. Result ID: 6997a7bf5698665ec4fddbfe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT5 Overall Average Score: 54.17. Result ID: 6997a7bf5698665ec4fddbf9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini2.5 Pro Overall Average Score: 50.55. Result ID: 6997a7bf5698665ec4fddbfb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B-T. Overall Average Score: 50.5. Result ID: 6997a7bf5698665ec4fddbf8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini2.5 Flash Overall Average Score: 48.82. Result ID: 6997a7bf5698665ec4fddbfc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sonnet 3.7 Overall Average Score: 48.07. Result ID: 6997a7bf5698665ec4fddbfd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B-I. Overall Average Score: 45.8. Result ID: 6997a7bf5698665ec4fddbf7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT5-mini Overall Average Score: 45.44. Result ID: 6997a7bf5698665ec4fddbfa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-4B-I. Overall Average Score: 44.76. Result ID: 6997a7bf5698665ec4fddbf4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-8B-I. Overall Average Score: 43.53. Result ID: 6997a7bf5698665ec4fddbf5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-8B-T. Overall Average Score: 42.65. Result ID: 6997a7bf5698665ec4fddbf6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-2B-I. Overall Average Score: 40.6. Result ID: 6997a7bf5698665ec4fddbf3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Spatial-MLLM Overall Average Score: 40. Result ID: 6997a7bf5698665ec4fddbf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B-I. Overall Average Score: 39.61. Result ID: 6997a7bf5698665ec4fddbf2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaVAOneVision1.5-8B-I. Overall Average Score: 34.62. Result ID: 6997a7bf5698665ec4fddbf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Spatial-VLM Overall Average Score: 33.5. Result ID: 6997a7bf5698665ec4fddbef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Overall Average Score: 28.6. Result ID: 6997a7bf5698665ec4fddbff. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.