README.md

---
license: cc-by-nc-4.0
language:
- en
base_model:
- anferico/bert-for-patents
---

# PatentMap V0 Models

This repository serves as the **main entry point** for all models released as part of the *PatentMapV0* project.

It does not contain model weights itself.
Instead, it provides links and documentation for each individual model hosted on Hugging Face.

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## 🤖 Available Models

### 🔹 Augmentation Method Variants (Abstract-Only)
Models trained on abstract text with different data augmentation strategies:

- **[PatentMap-V0-Dropout](https://huggingface.co/ZoeYou/PatentMap-V0-Dropout)** - Baseline with dropout augmentation
- **[PatentMap-V0-IPC8](https://huggingface.co/ZoeYou/PatentMap-V0-IPC8)** - IPC8 classification-based positive pairs
- **[PatentMap-V0-Paraphrase](https://huggingface.co/ZoeYou/PatentMap-V0-Paraphrase)** - Paraphrasing augmentation
- **[PatentMap-V0-RandCrop](https://huggingface.co/ZoeYou/PatentMap-V0-RandCrop)** - Random text cropping
- **[PatentMap-V0-SentShuffle](https://huggingface.co/ZoeYou/PatentMap-V0-SentShuffle)** - Sentence shuffling
- **[PatentMap-V0-CropShuffle](https://huggingface.co/ZoeYou/PatentMap-V0-CropShuffle)** - Combined cropping and shuffling

---

### 🔹 Section-Pair Variants
Models trained with section-pair augmentation (abstract + additional sections):

**Single Section Additions:**
- **[PatentMap-V0-SecPair-Claim](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-Claim)** - Abstract + Claims
- **[PatentMap-V0-SecPair-Summary](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-Summary)** - Abstract + Summary
- **[PatentMap-V0-SecPair-Background](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-Background)** - Abstract + Background
- **[PatentMap-V0-SecPair-Drawing](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-Drawing)** - Abstract + Drawing descriptions
- **[PatentMap-V0-SecPair-Description](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-Description)** - Abstract + Detailed description

**Two Section Additions:**
- **[PatentMap-V0-SecPair-ClaimSummary](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-ClaimSummary)** - Abstract + Claims + Summary
- **[PatentMap-V0-SecPair-ClaimBackground](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-ClaimBackground)** - Abstract + Claims + Background
- **[PatentMap-V0-SecPair-ClaimDrawing](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-ClaimDrawing)** - Abstract + Claims + Drawing
- **[PatentMap-V0-SecPair-ClaimDescription](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-ClaimDescription)** - Abstract + Claims + Description
- **[PatentMap-V0-SecPair-SummaryBackground](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-SummaryBackground)** - Abstract + Summary + Background
- **[PatentMap-V0-SecPair-SummaryDrawing](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-SummaryDrawing)** - Abstract + Summary + Drawing
- **[PatentMap-V0-SecPair-SummaryDescription](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-SummaryDescription)** - Abstract + Summary + Description
- **[PatentMap-V0-SecPair-BackgroundDrawing](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-BackgroundDrawing)** - Abstract + Background + Drawing
- **[PatentMap-V0-SecPair-BackgroundDescription](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-BackgroundDescription)** - Abstract + Background + Description
- **[PatentMap-V0-SecPair-DrawingDescription](https://huggingface.co/ZoeYou/PatentMap-V0-SecPair-DrawingDescription)** - Abstract + Drawing + Description

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## 🧪 Usage
Each model repository contains:
- Model weights
- Configuration
- Usage examples
- Training details

Please refer to the individual model pages for loading instructions.

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## 📜 License
All models are released under CC BY-NC 4.0 licenses.

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## 📖 Citation
If you use any of these models, please cite the following paper:

```bibtex
@article{zuo2025patent,
  title={Patent Representation Learning via Self-supervision},
  author={Zuo, You and Gerdes, Kim and de La Clergerie, Eric Villemonte and Sagot, Beno{\^\i}t},
  journal={arXiv preprint arXiv:2511.10657},
  year={2025}
}