# Vision-Language Perception on VL Perception Benchmarks TextVQA, POPE, Seed-Bench Source: [Vision-Language Perception on VL Perception Benchmarks TextVQA, POPE, Seed-Bench]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:22.816Z Evaluation of model performance across the VL Perception suite, including TextVQA, POPE, and Seed-Bench tasks. 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 | Vision-Language Perception | | Dataset (including any stated split) | VL Perception Benchmarks TextVQA, POPE, Seed-Bench | | Metric | TextVQA Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [TextVQA Score](): Higher is better; unit: PERCENT. - [POPE Score](): Higher is better; unit: PERCENT. - [Seed-Bench Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | TextVQA Score | Result date | Report paper | | --- | --- | --- | --- | | Base | 85.5 | Not recorded | 697c3aefa8b01e76cc8da38e | | FRISM | 85 | Not recorded | 697c3aefa8b01e76cc8da38e | | DARE | 84.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | TA | 83.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | IP-Merging | 82.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | IP-Merging | 82 | Not recorded | 697c3aefa8b01e76cc8da38e | | IP-Merging | 81.6 | Not recorded | 697c3aefa8b01e76cc8da38e | | TA | 79.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | FRISM | 79.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | Base | 79.8 | Not recorded | 697c3aefa8b01e76cc8da38e | | Base | 79.3 | Not recorded | 697c3aefa8b01e76cc8da38e | | TA | 79.2 | Not recorded | 697c3aefa8b01e76cc8da38e | | DARE | 79.2 | Not recorded | 697c3aefa8b01e76cc8da38e | | FRISM | 79.2 | Not recorded | 697c3aefa8b01e76cc8da38e | | TA | 79.1 | Not recorded | 697c3aefa8b01e76cc8da38e | | TA | 79 | Not recorded | 697c3aefa8b01e76cc8da38e | | Ties-Merging | 78.3 | Not recorded | 697c3aefa8b01e76cc8da38e | | Ties-Merging | 77.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | IP-Merging | 76.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | IP-Merging | 76.9 | Not recorded | 697c3aefa8b01e76cc8da38e | | Ties-Merging | 76.4 | Not recorded | 697c3aefa8b01e76cc8da38e | | IP-Merging | 75.8 | Not recorded | 697c3aefa8b01e76cc8da38e | | IP-Merging | 70.6 | Not recorded | 697c3aefa8b01e76cc8da38e | | TA | 69.1 | Not recorded | 697c3aefa8b01e76cc8da38e | | TA | 68 | Not recorded | 697c3aefa8b01e76cc8da38e | ### Base TextVQA Score: 85.5. Result ID: 69977dfe5698665ec4d28665. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### FRISM TextVQA Score: 85. Result ID: 69977dfe5698665ec4d2866e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### DARE TextVQA Score: 84.9. Result ID: 69977dfe5698665ec4d2866a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### TA TextVQA Score: 83.9. Result ID: 69977dfe5698665ec4d28666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B","Lambda (λ)":"0.1"}. This record does not assert independent reproduction. ### IP-Merging TextVQA Score: 82.9. Result ID: 69977dfe5698665ec4d2866d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B","Temperature (T)":"0.4"}. This record does not assert independent reproduction. ### IP-Merging TextVQA Score: 82. Result ID: 69977dfe5698665ec4d2866c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B","Temperature (T)":"0.3"}. This record does not assert independent reproduction. ### IP-Merging TextVQA Score: 81.6. Result ID: 69977dfe5698665ec4d2866b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B","Temperature (T)":"0.2"}. This record does not assert independent reproduction. ### TA TextVQA Score: 79.9. Result ID: 69977dfe5698665ec4d28670. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-32B-Instruct","Reasoning Model":"QwQ-32B"}. This record does not assert independent reproduction. ### FRISM TextVQA Score: 79.9. Result ID: 69977dfe5698665ec4d28673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-32B-Instruct","Reasoning Model":"QwQ-32B"}. This record does not assert independent reproduction. ### Base TextVQA Score: 79.8. Result ID: 69977dfe5698665ec4d2866f. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-32B-Instruct","Reasoning Model":"QwQ-32B"}. This record does not assert independent reproduction. ### Base TextVQA Score: 79.3. Result ID: 69977dfe5698665ec4d2865b. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B"}. This record does not assert independent reproduction. ### TA TextVQA Score: 79.2. Result ID: 69977dfe5698665ec4d2865c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B","Lambda (λ)":"0.1"}. This record does not assert independent reproduction. ### DARE TextVQA Score: 79.2. Result ID: 69977dfe5698665ec4d28660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B"}. This record does not assert independent reproduction. ### FRISM TextVQA Score: 79.2. Result ID: 69977dfe5698665ec4d28664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B"}. This record does not assert independent reproduction. ### TA TextVQA Score: 79.1. Result ID: 69977dfe5698665ec4d2865d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B","Lambda (λ)":"0.15"}. This record does not assert independent reproduction. ### TA TextVQA Score: 79. Result ID: 69977dfe5698665ec4d2865e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B","Lambda (λ)":"0.2"}. This record does not assert independent reproduction. ### Ties-Merging TextVQA Score: 78.3. Result ID: 69977dfe5698665ec4d28671. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-32B-Instruct","Reasoning Model":"QwQ-32B"}. This record does not assert independent reproduction. ### Ties-Merging TextVQA Score: 77.9. Result ID: 69977dfe5698665ec4d28669. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B"}. This record does not assert independent reproduction. ### IP-Merging TextVQA Score: 76.9. Result ID: 69977dfe5698665ec4d28662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B","Temperature (T)":"0.3"}. This record does not assert independent reproduction. ### IP-Merging TextVQA Score: 76.9. Result ID: 69977dfe5698665ec4d28663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B","Temperature (T)":"0.4"}. This record does not assert independent reproduction. ### Ties-Merging TextVQA Score: 76.4. Result ID: 69977dfe5698665ec4d2865f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B"}. This record does not assert independent reproduction. ### IP-Merging TextVQA Score: 75.8. Result ID: 69977dfe5698665ec4d28672. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-32B-Instruct","Reasoning Model":"QwQ-32B"}. This record does not assert independent reproduction. ### IP-Merging TextVQA Score: 70.6. Result ID: 69977dfe5698665ec4d28661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-3B-Instruct","Reasoning Model":"SmallThinker-3B","Temperature (T)":"0.2"}. This record does not assert independent reproduction. ### TA TextVQA Score: 69.1. Result ID: 69977dfe5698665ec4d28667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B","Lambda (λ)":"0.15"}. This record does not assert independent reproduction. ### TA TextVQA Score: 68. Result ID: 69977dfe5698665ec4d28668. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct","Reasoning Model":"DeepSeek-R1-Distill-Qwen-7B","Lambda (λ)":"0.2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.