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  license: cc-by-nc-sa-4.0
 
 
 
 
 
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  ---
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  license: cc-by-nc-sa-4.0
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+ tags:
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+ - genomics
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+ - dna
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+ - benchmark
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+ pretty_name: GLMap Probe Panels
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  ---
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+
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+ # GLMap Probe Panels
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+
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+ Prebuilt DNA probe panels for [GLMap](https://github.com/ai4nucleome/GLMap)
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+ — a training-free framework for profiling genomic language models by their
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+ likelihood responses over a fixed panel of DNA sequences.
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+
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+ ## Files
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+
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+ | File | Description |
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+ |---|---|
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+ | `main_panel.parquet` | 10,000-probe biological panel (14 functional elements × 4 categories) |
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+ | `MLM_k1ablation_1000_main_panel.parquet` | 1,000-probe stratified subset for the k=1 vs k=6 stride PLL ablation |
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+ | `panel_manifest.json` | Per-element / per-dataset counts and sampling seeds |
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+ | `panel_summary.md` | Human-readable panel composition summary |
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+
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+ ## Usage
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+
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+ ```python
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+ import glmap
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+ panel = glmap.load_panel() # auto-downloads from this dataset if not local
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+ ```
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+
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+ Or directly:
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+
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+ ```python
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+ import pandas as pd
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+ from huggingface_hub import hf_hub_download
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+ path = hf_hub_download("Tim419/GLMap-panels", "main_panel.parquet", repo_type="dataset")
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+ panel = pd.read_parquet(path)
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+ ```
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+
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+ ## License
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+
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+ **CC-BY-NC-SA-4.0.** The panel was assembled from three upstream benchmarks:
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+
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+ - GUE (DNABERT-2) — Apache-2.0
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+ - Plant Genomic Benchmark (PGB) — CC-BY-NC-SA-4.0
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+ - DNA Foundation Benchmark (DFB) — Apache-2.0
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+
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+ Because the panel contains 1,600 probes drawn from PGB, the combined
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+ artefact inherits PGB's CC-BY-NC-SA-4.0 license (ShareAlike). For
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+ non-commercial research use with attribution. Please cite all three
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+ upstream benchmarks plus the GLMap paper.