Datasets:

VideoMemBench
/

data

@@ -33,8 +33,24 @@ configs:
   <a href="https://videomembench.github.io/#results"><img src="https://img.shields.io/badge/%F0%9F%8F%86%20Leaderboard-Rank-e6b000?style=flat-square" alt="🏆 Leaderboard: Rank" height="26" /></a>
 </p>
-**Zhengdong Hu\*, Chao Wang\*, Kaituo Feng, Huanjin Yao, Mingfei Lu, Hehe Fan, Yi Yang†**
-\* Equal contribution. † Corresponding author.
 ## Benchmark
@@ -45,10 +61,6 @@ VideoMemBench evaluates **in-context video memory**: the ability to retrieve and
 Dependencies are checked for necessity and non-leakage, and answers must be visually grounded. A planner, generator, and judger construct and check dialogues, followed by human expert review. Videos are drawn from Video-MME, VSI-Bench, Video-MMMU, LongVideoBench, EgoLife, and YouTube. See the [paper](https://arxiv.org/html/2610.40131v1) for construction and collection details.
-<p align="center">
-  <img src="https://raw.githubusercontent.com/Oliiveralien/VideoMemBench/main/assets/hero.svg" width="100%" alt="VideoMemBench benchmark overview: multi-turn video conversations with episodic and answer dependencies" />
-</p>
 | Property | Value |
 | --- | ---: |
 | Videos / dialogues | 326 / 326 |
@@ -64,90 +76,489 @@ The four broad categories are Lifestyle & Entertainment (130 videos), Knowledge
 ## Leaderboard
-The main evaluation uses **128 fixed, timestamped frames per video** and **sequential self-rollout**: each model answers in dialogue order and retains its own earlier responses. Scores are percentages; higher is better. Rows follow the official ranking by **Overall**, the mean of TurnAcc, EpiDepAcc, and AnsDepAcc.
-Results below are copied from the [official project leaderboard](https://videomembench.github.io/#results), checked on **2026-11-01**.
 ### Main results · 128 frames
-| Rank | Model | TurnAcc | EpiDepAcc | AnsDepAcc | Overall ↑ |
-| ---: | --- | ---: | ---: | ---: | ---: |
-| 1 | Claude Opus 5 | 52.3 | 49.1 | 35.7 | 45.7 |
-| 2 | Gemini 3.8 Flash | 50.4 | 46.6 | 30.3 | 42.4 |
-| 3 | Kimi K3 | 50.5 | 49.0 | 27.1 | 42.2 |
-| 4 | GPT-5.6-sol | 50.0 | 47.8 | 27.1 | 41.7 |
-| 5 | Gemini 3.5 Flash | 49.6 | 45.5 | 29.7 | 41.6 |
-| 6 | GPT-5.5 | 48.0 | 46.5 | 27.0 | 40.5 |
-| 7 | Claude Sonnet 5 | 47.8 | 45.3 | 27.3 | 40.2 |
-| 8 | Gemini 3.1 Pro Preview | 45.7 | 44.8 | 27.0 | 39.1 |
-| 9 | GPT-5.4 | 44.4 | 42.6 | 21.9 | 36.3 |
-| 10 | Qwen3-VL-235B-A22B | 43.1 | 41.6 | 18.6 | 34.4 |
-| 11 | Qwen3.5-27B | 42.2 | 39.8 | 20.9 | 34.3 |
-| 12 | Qwen3.5-397B-A17B | 42.3 | 40.1 | 20.3 | 34.2 |
-| 13 | Qwen3.5-122B-A10B | 42.4 | 39.5 | 19.9 | 33.9 |
-| 14 | Qwen3.5-35B-A3B | 38.2 | 36.3 | 18.0 | 30.8 |
-| 15 | Qwen3-VL-32B | 39.3 | 35.9 | 17.2 | 30.8 |
-| 16 | Qwen3-VL-30B-A3B | 36.4 | 35.1 | 15.8 | 29.1 |
-| 17 | Qwen3.5-9B | 34.6 | 33.4 | 12.9 | 27.0 |
-| 18 | Qwen3-VL-8B | 34.8 | 32.1 | 12.3 | 26.4 |
-| 19 | Qwen3.5-4B | 33.8 | 32.6 | 12.5 | 26.3 |
-| 20 | Qwen3-VL-4B | 32.4 | 29.4 | 12.9 | 24.9 |
-| 21 | Qwen2.5-VL-32B | 31.7 | 32.6 | 9.6 | 24.6 |
-| 22 | Qwen2.5-VL-7B | 26.2 | 24.9 | 8.4 | 19.8 |
-| 23 | Keye-VL-1.5-8B | 25.4 | 24.5 | 8.2 | 19.4 |
-| 24 | Qwen2.5-VL-3B | 23.5 | 24.4 | 5.7 | 17.9 |
-| 25 | Qwen3.5-0.8B | 21.6 | 21.3 | 5.7 | 16.2 |
-- **TurnAcc:** accuracy across all turns.
-- **EpiDepAcc:** accuracy on turns with at least one Episodic Dependency, independent of parent correctness.
-- **AnsDepAcc:** credit requires both the current response and every recursive Answer Dependency ancestor to be correct; Episodic Dependency edges are excluded from ancestor traversal.
-### Frame-count comparison
-The [official frame-count comparison](https://videomembench.github.io/#frame-results) evaluates 13 open-weight models with 64 or 32 uniformly sampled frames, using the same self-rollout protocol and scoring rules.
-<details>
-<summary><strong>64 frames · 13 models</strong></summary>
-| Rank | Model | TurnAcc | EpiDepAcc | AnsDepAcc | Overall ↑ |
-| ---: | --- | ---: | ---: | ---: | ---: |
-| 1 | Qwen3-VL-235B-A22B | 40.3 | 39.3 | 15.6 | 31.7 |
-| 2 | Qwen3.5-122B-A10B | 37.8 | 36.5 | 15.2 | 29.8 |
-| 3 | Qwen3.5-27B | 37.9 | 36.7 | 14.8 | 29.8 |
-| 4 | Qwen3-VL-32B | 37.8 | 36.1 | 14.5 | 29.5 |
-| 5 | Qwen3.5-35B-A3B | 37.0 | 36.7 | 13.5 | 29.1 |
-| 6 | Qwen3-VL-30B-A3B | 33.6 | 32.9 | 11.5 | 26.0 |
-| 7 | Qwen3-VL-8B | 32.7 | 32.0 | 11.9 | 25.5 |
-| 8 | Qwen3.5-9B | 33.4 | 33.2 | 9.6 | 25.4 |
-| 9 | Qwen3-VL-4B | 31.3 | 30.3 | 12.1 | 24.5 |
-| 10 | Keye-VL-1.5-8B | 24.5 | 24.9 | 6.3 | 18.5 |
-| 11 | Qwen2.5-VL-7B | 24.1 | 22.7 | 6.4 | 17.7 |
-| 12 | Qwen2.5-VL-3B | 22.5 | 22.5 | 5.1 | 16.7 |
-| 13 | Qwen3.5-0.8B | 21.0 | 21.1 | 4.7 | 15.6 |
 </details>
 <details>
-<summary><strong>32 frames · 13 models</strong></summary>
-| Rank | Model | TurnAcc | EpiDepAcc | AnsDepAcc | Overall ↑ |
-| ---: | --- | ---: | ---: | ---: | ---: |
-| 1 | Qwen3-VL-235B-A22B | 36.3 | 37.8 | 14.5 | 29.5 |
-| 2 | Qwen3.5-122B-A10B | 35.0 | 35.2 | 10.7 | 27.0 |
-| 3 | Qwen3.5-35B-A3B | 34.5 | 34.1 | 12.3 | 27.0 |
-| 4 | Qwen3.5-27B | 34.9 | 34.2 | 11.7 | 26.9 |
-| 5 | Qwen3-VL-32B | 34.1 | 32.6 | 13.1 | 26.6 |
-| 6 | Qwen3-VL-30B-A3B | 32.1 | 32.5 | 8.0 | 24.2 |
-| 7 | Qwen3.5-9B | 29.8 | 30.4 | 8.6 | 22.9 |
-| 8 | Qwen3-VL-8B | 29.4 | 29.4 | 9.2 | 22.7 |
-| 9 | Qwen3-VL-4B | 29.0 | 29.0 | 8.8 | 22.3 |
-| 10 | Qwen2.5-VL-7B | 23.2 | 23.7 | 4.9 | 17.3 |
-| 11 | Keye-VL-1.5-8B | 23.3 | 23.1 | 5.1 | 17.2 |
-| 12 | Qwen2.5-VL-3B | 22.6 | 23.4 | 4.7 | 16.9 |
-| 13 | Qwen3.5-0.8B | 20.1 | 21.8 | 4.7 | 15.5 |
 </details>
 ## Download and load
 The repository contains one evaluation split, `test`:

   <a href="https://videomembench.github.io/#results"><img src="https://img.shields.io/badge/%F0%9F%8F%86%20Leaderboard-Rank-e6b000?style=flat-square" alt="🏆 Leaderboard: Rank" height="26" /></a>
 </p>
+<p align="center" style="font-size: 16px; font-weight: 500; line-height: 2; margin: 24px auto 12px; max-width: 1000px;">
+  <span style="display: inline-block; margin: 0 10px;">Zhengdong Hu<sup style="color: #7160eb;">1,*</sup></span>
+  <span style="display: inline-block; margin: 0 10px;">Chao Wang<sup style="color: #7160eb;">1,*</sup></span>
+  <span style="display: inline-block; margin: 0 10px;">Kaituo Feng<sup style="color: #7160eb;">2</sup></span>
+  <span style="display: inline-block; margin: 0 10px;">Huanjin Yao<sup style="color: #7160eb;">3</sup></span>
+  <span style="display: inline-block; margin: 0 10px;">Mingfei Lu<sup style="color: #7160eb;">1</sup></span>
+  <span style="display: inline-block; margin: 0 10px;">Hehe Fan<sup style="color: #7160eb;">4</sup></span>
+  <span style="display: inline-block; margin: 0 10px;">Yi Yang<sup style="color: #7160eb;">4,†</sup></span>
+</p>
+<p align="center" style="font-size: 14px; line-height: 2; margin: 0 auto 12px; max-width: 1000px;">
+  <span style="display: inline-block; margin: 0 10px;"><sup style="color: #7160eb;">1</sup> University of Technology Sydney</span>
+  <span style="display: inline-block; margin: 0 10px;"><sup style="color: #7160eb;">2</sup> The Chinese University of Hong Kong</span>
+  <span style="display: inline-block; margin: 0 10px;"><sup style="color: #7160eb;">3</sup> The Hong Kong University of Science and Technology</span>
+  <span style="display: inline-block; margin: 0 10px;"><sup style="color: #7160eb;">4</sup> Zhejiang University</span>
+</p>
+<p align="center" style="font-size: 13px; margin: 12px auto 32px;"><sup>*</sup> Equal contribution &nbsp; · &nbsp; <sup>†</sup> Corresponding author</p>
 ## Benchmark
 Dependencies are checked for necessity and non-leakage, and answers must be visually grounded. A planner, generator, and judger construct and check dialogues, followed by human expert review. Videos are drawn from Video-MME, VSI-Bench, Video-MMMU, LongVideoBench, EgoLife, and YouTube. See the [paper](https://arxiv.org/html/2610.40131v1) for construction and collection details.
 | Property | Value |
 | --- | ---: |
 | Videos / dialogues | 326 / 326 |
 ## Leaderboard
 ### Main results · 128 frames
+25 models evaluated with 128 frames and their own conversation history. Ranked by **Overall**, highest first.
+[View the interactive leaderboard →](https://videomembench.github.io/#results)
+<div style="overflow-x: auto;">
+<table style="display: table; width: 100%; min-width: 760px; font-size: 14px; color: #20202c; background-color: white;">
+<thead>
+<tr style="background-color: #f3f3f5;">
+<th style="text-align: center; padding: 14px 10px;">Rank</th>
+<th style="text-align: left; padding: 14px 18px; width: 30%;">Model</th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">TurnAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">All turns</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">EpiDepAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">Episodic dependency</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">AnsDepAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">Answer dependency</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">Overall ↓<br><small style="font-weight: normal; font-size: 12px; color: #666;">Mean score</small></th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">1</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/claude-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Claude Opus 5</strong></td>
+<td style="text-align: center; padding: 12px 10px;">52.3</td>
+<td style="text-align: center; padding: 12px 10px;">49.1</td>
+<td style="text-align: center; padding: 12px 10px;">35.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">45.7</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">2</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/gemini-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Gemini 3.8 Flash</strong></td>
+<td style="text-align: center; padding: 12px 10px;">50.4</td>
+<td style="text-align: center; padding: 12px 10px;">46.6</td>
+<td style="text-align: center; padding: 12px 10px;">30.3</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">42.4</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">3</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/kimi-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Kimi K3</strong></td>
+<td style="text-align: center; padding: 12px 10px;">50.5</td>
+<td style="text-align: center; padding: 12px 10px;">49.0</td>
+<td style="text-align: center; padding: 12px 10px;">27.1</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">42.2</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">4</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/openai.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">GPT-5.6-sol</strong></td>
+<td style="text-align: center; padding: 12px 10px;">50.0</td>
+<td style="text-align: center; padding: 12px 10px;">47.8</td>
+<td style="text-align: center; padding: 12px 10px;">27.1</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">41.7</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">5</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/gemini-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Gemini 3.5 Flash</strong></td>
+<td style="text-align: center; padding: 12px 10px;">49.6</td>
+<td style="text-align: center; padding: 12px 10px;">45.5</td>
+<td style="text-align: center; padding: 12px 10px;">29.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">41.6</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">6</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/openai.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">GPT-5.5</strong></td>
+<td style="text-align: center; padding: 12px 10px;">48.0</td>
+<td style="text-align: center; padding: 12px 10px;">46.5</td>
+<td style="text-align: center; padding: 12px 10px;">27.0</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">40.5</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">7</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/claude-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Claude Sonnet 5</strong></td>
+<td style="text-align: center; padding: 12px 10px;">47.8</td>
+<td style="text-align: center; padding: 12px 10px;">45.3</td>
+<td style="text-align: center; padding: 12px 10px;">27.3</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">40.2</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">8</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/gemini-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Gemini 3.1 Pro Preview</strong></td>
+<td style="text-align: center; padding: 12px 10px;">45.7</td>
+<td style="text-align: center; padding: 12px 10px;">44.8</td>
+<td style="text-align: center; padding: 12px 10px;">27.0</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">39.1</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">9</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/openai.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">GPT-5.4</strong></td>
+<td style="text-align: center; padding: 12px 10px;">44.4</td>
+<td style="text-align: center; padding: 12px 10px;">42.6</td>
+<td style="text-align: center; padding: 12px 10px;">21.9</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">36.3</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">10</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-235B-A22B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">43.1</td>
+<td style="text-align: center; padding: 12px 10px;">41.6</td>
+<td style="text-align: center; padding: 12px 10px;">18.6</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">34.4</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">11</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-27B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">42.2</td>
+<td style="text-align: center; padding: 12px 10px;">39.8</td>
+<td style="text-align: center; padding: 12px 10px;">20.9</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">34.3</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">12</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-397B-A17B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">42.3</td>
+<td style="text-align: center; padding: 12px 10px;">40.1</td>
+<td style="text-align: center; padding: 12px 10px;">20.3</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">34.2</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">13</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-122B-A10B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">42.4</td>
+<td style="text-align: center; padding: 12px 10px;">39.5</td>
+<td style="text-align: center; padding: 12px 10px;">19.9</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">33.9</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">14</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-35B-A3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">38.2</td>
+<td style="text-align: center; padding: 12px 10px;">36.3</td>
+<td style="text-align: center; padding: 12px 10px;">18.0</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">30.8</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">15</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-32B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">39.3</td>
+<td style="text-align: center; padding: 12px 10px;">35.9</td>
+<td style="text-align: center; padding: 12px 10px;">17.2</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">30.8</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">16</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-30B-A3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">36.4</td>
+<td style="text-align: center; padding: 12px 10px;">35.1</td>
+<td style="text-align: center; padding: 12px 10px;">15.8</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">29.1</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">17</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-9B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">34.6</td>
+<td style="text-align: center; padding: 12px 10px;">33.4</td>
+<td style="text-align: center; padding: 12px 10px;">12.9</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">27.0</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">18</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">34.8</td>
+<td style="text-align: center; padding: 12px 10px;">32.1</td>
+<td style="text-align: center; padding: 12px 10px;">12.3</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">26.4</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">19</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-4B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">33.8</td>
+<td style="text-align: center; padding: 12px 10px;">32.6</td>
+<td style="text-align: center; padding: 12px 10px;">12.5</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">26.3</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">20</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-4B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">32.4</td>
+<td style="text-align: center; padding: 12px 10px;">29.4</td>
+<td style="text-align: center; padding: 12px 10px;">12.9</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">24.9</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">21</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen2.5-VL-32B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">31.7</td>
+<td style="text-align: center; padding: 12px 10px;">32.6</td>
+<td style="text-align: center; padding: 12px 10px;">9.6</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">24.6</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">22</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen2.5-VL-7B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">26.2</td>
+<td style="text-align: center; padding: 12px 10px;">24.9</td>
+<td style="text-align: center; padding: 12px 10px;">8.4</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">19.8</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">23</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/keye.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Keye-VL-1.5-8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">25.4</td>
+<td style="text-align: center; padding: 12px 10px;">24.5</td>
+<td style="text-align: center; padding: 12px 10px;">8.2</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">19.4</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">24</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen2.5-VL-3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">23.5</td>
+<td style="text-align: center; padding: 12px 10px;">24.4</td>
+<td style="text-align: center; padding: 12px 10px;">5.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">17.9</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">25</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-0.8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">21.6</td>
+<td style="text-align: center; padding: 12px 10px;">21.3</td>
+<td style="text-align: center; padding: 12px 10px;">5.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">16.2</strong></td>
+</tr>
+</tbody>
+</table>
+</div>
+Main results from **Table 2** of the manuscript. All model scores use 128 fixed frames and sequential self-rollout. Scores are percentages; higher is better.
+### Evaluation with fewer frames
+13 open-weight models evaluated with 64 or 32 fixed frames per video.
+<details open>
+<summary><strong>64 frames</strong></summary>
+<div style="overflow-x: auto;">
+<table style="display: table; width: 100%; min-width: 760px; font-size: 14px; color: #20202c; background-color: white;">
+<thead>
+<tr style="background-color: #f3f3f5;">
+<th style="text-align: center; padding: 14px 10px;">Rank</th>
+<th style="text-align: left; padding: 14px 18px; width: 30%;">Model</th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">TurnAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">All turns</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">EpiDepAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">Episodic dependency</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">AnsDepAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">Answer dependency</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">Overall ↓<br><small style="font-weight: normal; font-size: 12px; color: #666;">Mean score</small></th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">1</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-235B-A22B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">40.3</td>
+<td style="text-align: center; padding: 12px 10px;">39.3</td>
+<td style="text-align: center; padding: 12px 10px;">15.6</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">31.7</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">2</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-122B-A10B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">37.8</td>
+<td style="text-align: center; padding: 12px 10px;">36.5</td>
+<td style="text-align: center; padding: 12px 10px;">15.2</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">29.8</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">3</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-27B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">37.9</td>
+<td style="text-align: center; padding: 12px 10px;">36.7</td>
+<td style="text-align: center; padding: 12px 10px;">14.8</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">29.8</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">4</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-32B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">37.8</td>
+<td style="text-align: center; padding: 12px 10px;">36.1</td>
+<td style="text-align: center; padding: 12px 10px;">14.5</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">29.5</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">5</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-35B-A3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">37.0</td>
+<td style="text-align: center; padding: 12px 10px;">36.7</td>
+<td style="text-align: center; padding: 12px 10px;">13.5</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">29.1</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">6</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-30B-A3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">33.6</td>
+<td style="text-align: center; padding: 12px 10px;">32.9</td>
+<td style="text-align: center; padding: 12px 10px;">11.5</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">26.0</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">7</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">32.7</td>
+<td style="text-align: center; padding: 12px 10px;">32.0</td>
+<td style="text-align: center; padding: 12px 10px;">11.9</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">25.5</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">8</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-9B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">33.4</td>
+<td style="text-align: center; padding: 12px 10px;">33.2</td>
+<td style="text-align: center; padding: 12px 10px;">9.6</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">25.4</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">9</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-4B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">31.3</td>
+<td style="text-align: center; padding: 12px 10px;">30.3</td>
+<td style="text-align: center; padding: 12px 10px;">12.1</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">24.5</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">10</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/keye.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Keye-VL-1.5-8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">24.5</td>
+<td style="text-align: center; padding: 12px 10px;">24.9</td>
+<td style="text-align: center; padding: 12px 10px;">6.3</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">18.5</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">11</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen2.5-VL-7B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">24.1</td>
+<td style="text-align: center; padding: 12px 10px;">22.7</td>
+<td style="text-align: center; padding: 12px 10px;">6.4</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">17.7</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">12</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen2.5-VL-3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">22.5</td>
+<td style="text-align: center; padding: 12px 10px;">22.5</td>
+<td style="text-align: center; padding: 12px 10px;">5.1</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">16.7</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">13</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-0.8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">21.0</td>
+<td style="text-align: center; padding: 12px 10px;">21.1</td>
+<td style="text-align: center; padding: 12px 10px;">4.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">15.6</strong></td>
+</tr>
+</tbody>
+</table>
+</div>
 </details>
 <details>
+<summary><strong>32 frames</strong></summary>
+<div style="overflow-x: auto;">
+<table style="display: table; width: 100%; min-width: 760px; font-size: 14px; color: #20202c; background-color: white;">
+<thead>
+<tr style="background-color: #f3f3f5;">
+<th style="text-align: center; padding: 14px 10px;">Rank</th>
+<th style="text-align: left; padding: 14px 18px; width: 30%;">Model</th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">TurnAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">All turns</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">EpiDepAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">Episodic dependency</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">AnsDepAcc<br><small style="font-weight: normal; font-size: 12px; color: #666;">Answer dependency</small></th>
+<th style="text-align: center; padding: 14px 10px; white-space: nowrap;">Overall ↓<br><small style="font-weight: normal; font-size: 12px; color: #666;">Mean score</small></th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">1</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-235B-A22B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">36.3</td>
+<td style="text-align: center; padding: 12px 10px;">37.8</td>
+<td style="text-align: center; padding: 12px 10px;">14.5</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">29.5</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">2</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-122B-A10B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">35.0</td>
+<td style="text-align: center; padding: 12px 10px;">35.2</td>
+<td style="text-align: center; padding: 12px 10px;">10.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">27.0</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">3</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-35B-A3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">34.5</td>
+<td style="text-align: center; padding: 12px 10px;">34.1</td>
+<td style="text-align: center; padding: 12px 10px;">12.3</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">27.0</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">4</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-27B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">34.9</td>
+<td style="text-align: center; padding: 12px 10px;">34.2</td>
+<td style="text-align: center; padding: 12px 10px;">11.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">26.9</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">5</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-32B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">34.1</td>
+<td style="text-align: center; padding: 12px 10px;">32.6</td>
+<td style="text-align: center; padding: 12px 10px;">13.1</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">26.6</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">6</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-30B-A3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">32.1</td>
+<td style="text-align: center; padding: 12px 10px;">32.5</td>
+<td style="text-align: center; padding: 12px 10px;">8.0</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">24.2</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">7</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-9B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">29.8</td>
+<td style="text-align: center; padding: 12px 10px;">30.4</td>
+<td style="text-align: center; padding: 12px 10px;">8.6</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">22.9</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">8</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">29.4</td>
+<td style="text-align: center; padding: 12px 10px;">29.4</td>
+<td style="text-align: center; padding: 12px 10px;">9.2</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">22.7</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">9</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3-VL-4B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">29.0</td>
+<td style="text-align: center; padding: 12px 10px;">29.0</td>
+<td style="text-align: center; padding: 12px 10px;">8.8</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">22.3</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">10</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen2.5-VL-7B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">23.2</td>
+<td style="text-align: center; padding: 12px 10px;">23.7</td>
+<td style="text-align: center; padding: 12px 10px;">4.9</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">17.3</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">11</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/keye.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Keye-VL-1.5-8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">23.3</td>
+<td style="text-align: center; padding: 12px 10px;">23.1</td>
+<td style="text-align: center; padding: 12px 10px;">5.1</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">17.2</strong></td>
+</tr>
+<tr style="background-color: #f8f8f8;">
+<td style="text-align: center; padding: 12px 10px; color: #777;">12</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen2.5-VL-3B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">22.6</td>
+<td style="text-align: center; padding: 12px 10px;">23.4</td>
+<td style="text-align: center; padding: 12px 10px;">4.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">16.9</strong></td>
+</tr>
+<tr>
+<td style="text-align: center; padding: 12px 10px; color: #777;">13</td>
+<td style="text-align: left; padding: 12px 18px; white-space: nowrap;"><img src="https://videomembench.github.io/assets/icons/qwen-color.svg" width="20" height="20" alt="" style="display: inline-block; vertical-align: middle; margin: 0 8px 0 0;" /> <strong style="color: inherit;">Qwen3.5-0.8B</strong></td>
+<td style="text-align: center; padding: 12px 10px;">20.1</td>
+<td style="text-align: center; padding: 12px 10px;">21.8</td>
+<td style="text-align: center; padding: 12px 10px;">4.7</td>
+<td style="text-align: center; padding: 12px 10px;"><strong style="color: inherit;">15.5</strong></td>
+</tr>
+</tbody>
+</table>
+</div>
 </details>
+**Table 4** · Fixed frames and sequential self-rollout. Scores are percentages. [Compare frame counts on the project page →](https://videomembench.github.io/#frame-results)
 ## Download and load
 The repository contains one evaluation split, `test`: