Published by TokForge for on-device inference.

TokForge

• Website: https://tokforge.ai
• Discord: https://discord.gg/Acv3CBtfVm
• Google Play: https://play.google.com/store/apps/details?id=dev.tokforge
• iOS TestFlight: https://testflight.apple.com/join/jnufjzRr

Runs on-device in the TokForge app.

gemma-4-E2B-it-heretic-ara (TokForge MNN bundle)

MNN-format mobile bundle of the Heretic ARA abliterated variant of google/gemma-4-E2B-it, produced with Heretic v1.2.0 (Arbitrary-Rank Ablation, row-norm preservation), packaged for the TokForge Android app.

Schema

• TokForge RC20.20.65+ taobao schema (compatible with taobao-mnn/gemma-4-E2B-it-MNN reference)
• llm.mnn + llm.mnn.weight (q4 / blocksize 64, hqq)
• ple_embeddings_int4.bin: Per-Layer Embeddings, INT4
• tokenizer.mtok: TokForge MNN tokenizer
• visual.mnn + audio.mnn: multimodal encoders
• llm_config.json: model_type: gemma4, with ple_embed_file + ple_quant

Export

• Date: 2026-04-25
• Exporter commit: b3a2952b6
• Build: MNN-tokforge-working-tq-merged/build-host-llm/MNNConvert

License

Apache-2.0, as Google releases Gemma 4 (license).

Credits

• gemma-4-E2B-it-heretic-ara by p-e-w (Hugging Face). Used under the Apache-2.0 license. Our MNN files were converted from this model.
• Gemma 4 E2B IT by Google (Hugging Face). Used under the Apache-2.0 license.
• Abliterated with Heretic by p-e-w.
• Converted with llmexport from MNN by Alibaba (Apache-2.0).