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symbol-invariant-transformer
necrashter/symbol-invariant-transformer
symbol-invariant-transformer is a machine learning model from necrashter. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
This repository contains the models for the ICML 2026 paper, Names Don't Matter: Symbol-Invariant Transformer for Open-Vocabulary Learning.
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Updated Jun 6, 2026
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At a glance
- License
- apache-2.0
- Access
- Public
- Created
- Jun 6, 2026
- Updated
- Jun 6, 2026
- SHA
- ed846647
Model card
From the Hugging Face model README
Symbol-Invariant Transformer
This repository contains the models for the ICML 2026 paper, Names Don't Matter: Symbol-Invariant Transformer for Open-Vocabulary Learning.
Links:
Models
In the root directory, you will find a directory for each task:
ltl: Linear Temporal Logic taskprop: Propositional Logic task
In each task directory, you will find:
ablation: All ablation models presented in the appendixconverted: Results of model conversion & fine-tuning experiments in Section 5.8generalization: Main experimental results in Figure 2table: Experiments with reduced & renamed datasets (Table 1)
Note that the baseline models in Table 1 can be found in the previous paper's repository.
- License
- apache-2.0
- Created
- Jun 6, 2026
- Updated
- Jun 6, 2026