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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - other
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+ language:
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+ - en
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+ - ko
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+ tags:
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+ - world-model
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+ - embodied-ai
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+ - benchmark
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+ - agi
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+ - cognitive-evaluation
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+ - vidraft
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+ - prometheus
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+ - wm-bench
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+ - final-bench-family
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+ pretty_name: World Model Bench (WM Bench)
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # 🌍 World Model Bench (WM Bench) v1.0
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+
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+ > **Beyond FID β€” Measuring Intelligence, Not Just Motion**
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+
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+ **WM Bench** is the world's first benchmark for evaluating the **cognitive capabilities** of World Models and Embodied AI systems.
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+
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+ [![Leaderboard](https://img.shields.io/badge/πŸ†_Leaderboard-WM_Bench_Space-blue)](https://huggingface.co/spaces/FINAL-Bench/worldmodel-bench)
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+ [![Demo](https://img.shields.io/badge/🌍_Demo-PROMETHEUS_World_Model-green)](https://huggingface.co/spaces/FINAL-Bench/World-Model)
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+ [![FINAL Bench](https://img.shields.io/badge/πŸ“Š_FINAL_Bench-Text_AGI-orange)](https://huggingface.co/datasets/VIDraft/FINAL-Bench)
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+ [![License](https://img.shields.io/badge/License-Apache_2.0-yellow)](LICENSE)
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+
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+ ---
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+
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+ ## 🎯 Why WM Bench?
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+
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+ Existing world model evaluations focus on:
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+ - **FID / FVD** β€” image and video quality ("Does it look real?")
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+ - **Atari scores** β€” performance in fixed game environments
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+
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+ **WM Bench measures something different: Does the model *think* correctly?**
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+
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+ | Existing Benchmarks | WM Bench |
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+ |---|---|
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+ | FID: "Does it look real?" | "Does it understand the scene?" |
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+ | FVD: "Is the video smooth?" | "Does it predict threats correctly?" |
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+ | Atari: Fixed game environment | Any environment via JSON input |
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+ | No emotion modeling | Emotion escalation measurement |
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+ | No memory testing | Contextual memory utilization |
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+
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+ ---
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+
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+ ## πŸ“Š Benchmark Structure
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+
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+ ### 3 Pillars Β· 10 Categories Β· 100 Scenarios
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+
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+ ```
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+ WM Score (0 – 1000)
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+ β”œβ”€β”€ πŸ‘ P1: Perception 250 pts β€” C01, C02
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+ β”œβ”€β”€ 🧠 P2: Cognition 450 pts β€” C03, C04, C05, C06, C07
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+ └── πŸ”₯ P3: Embodiment 300 pts β€” C08, C09, C10
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+ ```
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+
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+ **Why Cognition is 45%:** Existing world models measure perception and motion β€” but not **judgment**. WM Bench is the only benchmark that measures the quality of a model's decisions.
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+
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+ | Cat | Name | World First? |
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+ |-----|------|-------------|
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+ | C01 | Environmental Awareness | |
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+ | C02 | Entity Recognition & Classification | |
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+ | C03 | Prediction-Based Reasoning | ✦ |
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+ | C04 | Threat-Type Differentiated Response | ✦ |
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+ | C05 | Autonomous Emotion Escalation | ✦✦ |
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+ | C06 | Contextual Memory Utilization | ✦ |
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+ | C07 | Post-Threat Adaptive Recovery | ✦ |
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+ | C08 | Motion-Emotion Expression | ✦ |
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+ | C09 | Real-Time Cognitive-Action Performance | |
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+ | C10 | Body-Swap Extensibility | ✦✦ |
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+
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+ ✦ = First defined in this benchmark
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+ ✦✦ = No prior research exists
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+
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+ ### Grade Scale
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+
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+ | Grade | Score | Label |
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+ |-------|-------|-------|
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+ | S | 900+ | Superhuman |
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+ | A | 750+ | Advanced |
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+ | B | 600+ | Baseline |
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+ | C | 400+ | Capable |
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+ | D | 200+ | Developing |
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+ | F | <200 | Failing |
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+
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+ ---
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+
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+ ## πŸ”Œ How to Participate
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+
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+ **No 3D environment needed.** WM Bench evaluates via text I/O only:
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+
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+ ```
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+ INPUT: scene_context JSON
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+ OUTPUT: PREDICT: left=danger(wall), right=safe(open), fwd=danger(beast), back=safe
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+ MOTION: a person sprinting right in desperate terror
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+ ```
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+
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+ ### Participation Tracks
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+
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+ | Track | Description | Max Score |
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+ |-------|-------------|-----------|
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+ | **A** | Text-only (API) | 750 / 1000 |
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+ | **B** | Text + performance metrics | 1000 / 1000 |
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+ | **C** | Text + performance + live demo | 1000 / 1000 + βœ“ Verified |
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+
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+ ### Quick Start
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+
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+ ```bash
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+ git clone https://huggingface.co/datasets/VIDraft/wm-bench-dataset
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+ cd wm-bench-dataset
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+
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+ python example_submission.py \
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+ --api_url https://api.openai.com/v1/chat/completions \
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+ --api_key YOUR_KEY \
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+ --model YOUR_MODEL \
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+ --output my_submission.json
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+ ```
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+
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+ Then upload `my_submission.json` to the [WM Bench Leaderboard](https://huggingface.co/spaces/FINAL-Bench/worldmodel-bench).
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+
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+ ---
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+
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+ ## πŸ“¦ Dataset Files
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+
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+ ```
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+ wm-bench-dataset/
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+ β”œβ”€β”€ wm_bench_dataset.json # 100 scenarios + ground truth
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+ β”œβ”€β”€ example_submission.py # Participation template
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+ β”œβ”€β”€ wm_bench_scoring.py # Scoring engine (fully open)
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+ β”œβ”€β”€ wm_bench_eval.py # Evaluation runner
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+ └── README.md
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+ ```
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+
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+ ---
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+
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+ ## πŸ† Current Leaderboard
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+
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+ | Rank | Model | Org | WM Score | Grade | Track |
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+ |------|-------|-----|----------|-------|-------|
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+ | 1 | VIDRAFT PROMETHEUS v1.0 | VIDRAFT | 726 | B | C βœ“ |
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+
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+ *Submit your model at the [WM Bench Leaderboard](https://huggingface.co/spaces/FINAL-Bench/worldmodel-bench)*
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+
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+ ---
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+
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+ ## πŸ”¬ FINAL Bench Family
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+
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+ WM Bench is part of the **FINAL Bench Family** β€” a suite of AGI evaluation benchmarks by VIDRAFT:
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+
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+ | Benchmark | Measures | Status |
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+ |-----------|----------|--------|
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+ | [FINAL Bench](https://huggingface.co/datasets/VIDraft/FINAL-Bench) | Text AGI (metacognition) | 🌟 HF Global Top 5 · 4 press coverages |
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+ | **WM Bench** | **Embodied AGI (world models)** | **πŸš€ Live** |