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README.md
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---
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pretty_name: YCbench
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dataset_name: ycbench
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language:
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- en
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license:
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tags:
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- finance
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- startups
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size_categories:
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- n<1K
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configs:
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data_files:
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- split: train
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path: yc_mentions_early.csv
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---
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# YCbench
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## Dataset Overview
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YCbench provides structured public signals for Y Combinator startups (focused on the **W26** batch of 196 companies). It enables rapid evaluation of models that predict which startups will **outperform their batch peers** in the short term (
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###
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## Quick Load
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```python
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from datasets import load_dataset
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import pandas as pd
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# Load
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```
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## Links
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- **Paper**: [arXiv 2604.02378](https://huggingface.co/papers/2604.02378)
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- **Live Benchmark**: [ycbench.com](https://ycbench.com/)
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- **GitHub**: [benstaf/ycbench](https://github.com/benstaf/ycbench)
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---
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pretty_name: YCbench
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dataset_name: ycbench
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language:
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- en
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license: mit
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tags:
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- finance
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- startups
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size_categories:
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- n<1K
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configs:
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- config_name: startups
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data_files: yc_w26_startups.csv
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- config_name: traction
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data_files: yc_w26_traction.csv
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- config_name: scores
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data_files: yc_w26_pre_demo_scores.csv
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- config_name: mentions
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data_files: yc_mentions.csv
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- config_name: mentions_early
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data_files: yc_mentions_early.csv
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---
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# YCbench
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## Dataset Overview
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YCbench provides structured public signals for Y Combinator startups (focused on the **W26** batch of 196 companies). It enables rapid evaluation of models that predict which startups will **outperform their batch peers** in the short term (until Demo Day).
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Performance is measured using a **Pre-Demo Day Score** that combines traction signals and web visibility.
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### Available Configurations
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| Config | File | Description |
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|-----------------|-------------------------------|------------------------------------------|
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| `startups` | `yc_w26_startups.csv` | Basic startup information |
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| `traction` | `yc_w26_traction.csv` | Traction metrics |
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| `scores` | `yc_w26_pre_demo_scores.csv` | Pre-demo day scores + velocity |
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| `mentions` | `yc_mentions.csv` | Google/web mention counts |
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| `mentions_early`| `yc_mentions_early.csv` | Early-stage mention data |
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## Quick Load
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```python
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from datasets import load_dataset
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# Load specific parts
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startups = load_dataset("benstaf/ycbench", "startups")
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scores = load_dataset("benstaf/ycbench", "scores")
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mentions = load_dataset("benstaf/ycbench", "mentions")
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```
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Or with pandas (simple way):
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```
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import pandas as pd
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df = pd.read_csv("hf://datasets/benstaf/ycbench/yc_w26_pre_demo_scores.csv")
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```
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## Links
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- **Paper**: [arXiv 2604.02378](https://huggingface.co/papers/2604.02378)
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- **Live Benchmark**: [ycbench.com](https://ycbench.com/)
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- **GitHub**: [benstaf/ycbench](https://github.com/benstaf/ycbench)
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