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Quack96/aac-full-finetunes

AAC risk-aware fine-tunes Full fine-tunes produced for doctoral research on predictive text for augmentative and alternative communication (AAC). Each is a base model adapted on AAC-elicited text under one of two training objectives -- standard cross-entropy, or cross-entropy weighted by a per-utterance communicative-risk term -- across three seeds. These are research artefacts. They are small models fine-tuned on a modest corpus and are not suitable for deployment as… See the full description on the dataset page: https://huggingface.co/datasets/Quack96/aac-full-finetunes.

sourceHugging Faceupdated 28d agoView on Hugging Face
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Dataset Card

AAC risk-aware fine-tunes

Full fine-tunes produced for doctoral research on predictive text for augmentative and alternative communication (AAC). Each is a base model adapted on AAC-elicited text under one of two training objectives -- standard cross-entropy, or cross-entropy weighted by a per-utterance communicative-risk term -- across three seeds.

These are research artefacts. They are small models fine-tuned on a modest corpus and are not suitable for deployment as communication aids.

Licences

This repository contains derivatives of several base models, under different terms. The terms of the base model apply to its derivative.

Apache-2.0

Applies to derivatives of: EleutherAI/pythia-70m

Attribution to the original authors is retained in each artefact's NOTICE file.

Apache-2.0

Applies to derivatives of: HuggingFaceTB/SmolLM2-1.7B, HuggingFaceTB/SmolLM2-135M, HuggingFaceTB/SmolLM2-360M

Attribution to the original authors is retained in each artefact's NOTICE file.

Apache-2.0

Applies to derivatives of: Qwen/Qwen2.5-0.5B, Qwen/Qwen2.5-1.5B, Qwen/Qwen2.5-3B, Qwen/Qwen3-0.6B, Qwen/Qwen3-1.7B

Attribution to the original authors is retained in each artefact's NOTICE file.

Gemma Terms of Use

Gemma is provided under and subject to the Gemma Terms of Use.

Applies to derivatives of: google/gemma-3-1b-pt, google/gemma-3-270m

  • Licence: <https://ai.google.dev/gemma/terms>
  • Acceptable use policy: <https://ai.google.dev/gemma/prohibitedusepolicy>

Llama 3.2 Community License

Built with Llama

Applies to derivatives of: meta-llama/Llama-3.2-1B, meta-llama/Llama-3.2-3B

  • Licence: <https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/LICENSE>
  • Acceptable use policy: <https://www.llama.com/llama3_2/use-policy/>

Naming

Derivatives of Llama models are named beginning with Llama, as that licence requires. Every artefact directory carries a NOTICE file naming its base model and the terms it inherits.

Contents

artefactbase modellicence
Llama-3.2-1B_risk_seed0_fullmeta-llama/Llama-3.2-1BLlama 3.2 Community License
Llama-3.2-1B_risk_seed1_fullmeta-llama/Llama-3.2-1BLlama 3.2 Community License
Llama-3.2-1B_risk_seed2_fullmeta-llama/Llama-3.2-1BLlama 3.2 Community License
Llama-3.2-1B_standard_seed0_fullmeta-llama/Llama-3.2-1BLlama 3.2 Community License
Llama-3.2-1B_standard_seed1_fullmeta-llama/Llama-3.2-1BLlama 3.2 Community License
Llama-3.2-1B_standard_seed2_fullmeta-llama/Llama-3.2-1BLlama 3.2 Community License
Llama-3.2-3B_risk_seed0_fullmeta-llama/Llama-3.2-3BLlama 3.2 Community License
Llama-3.2-3B_risk_seed1_fullmeta-llama/Llama-3.2-3BLlama 3.2 Community License
Llama-3.2-3B_risk_seed2_fullmeta-llama/Llama-3.2-3BLlama 3.2 Community License
Llama-3.2-3B_standard_seed0_fullmeta-llama/Llama-3.2-3BLlama 3.2 Community License
Llama-3.2-3B_standard_seed1_fullmeta-llama/Llama-3.2-3BLlama 3.2 Community License
Llama-3.2-3B_standard_seed2_fullmeta-llama/Llama-3.2-3BLlama 3.2 Community License
Qwen2.5-0.5B_risk_seed0_fullQwen/Qwen2.5-0.5BApache-2.0
Qwen2.5-0.5B_risk_seed1_fullQwen/Qwen2.5-0.5BApache-2.0
Qwen2.5-0.5B_risk_seed2_fullQwen/Qwen2.5-0.5BApache-2.0
Qwen2.5-0.5B_standard_seed0_fullQwen/Qwen2.5-0.5BApache-2.0
Qwen2.5-0.5B_standard_seed1_fullQwen/Qwen2.5-0.5BApache-2.0
Qwen2.5-0.5B_standard_seed2_fullQwen/Qwen2.5-0.5BApache-2.0
Qwen2.5-1.5B_risk_seed0_fullQwen/Qwen2.5-1.5BApache-2.0
Qwen2.5-1.5B_risk_seed1_fullQwen/Qwen2.5-1.5BApache-2.0
Qwen2.5-1.5B_risk_seed2_fullQwen/Qwen2.5-1.5BApache-2.0
Qwen2.5-1.5B_standard_seed0_fullQwen/Qwen2.5-1.5BApache-2.0
Qwen2.5-1.5B_standard_seed1_fullQwen/Qwen2.5-1.5BApache-2.0
Qwen2.5-1.5B_standard_seed2_fullQwen/Qwen2.5-1.5BApache-2.0
Qwen2.5-3B_risk_seed0_fullQwen/Qwen2.5-3BApache-2.0
Qwen2.5-3B_risk_seed1_fullQwen/Qwen2.5-3BApache-2.0
Qwen2.5-3B_risk_seed2_fullQwen/Qwen2.5-3BApache-2.0
Qwen2.5-3B_standard_seed0_fullQwen/Qwen2.5-3BApache-2.0
Qwen2.5-3B_standard_seed1_fullQwen/Qwen2.5-3BApache-2.0
Qwen2.5-3B_standard_seed2_fullQwen/Qwen2.5-3BApache-2.0
Qwen3-0.6B_risk_seed0_fullQwen/Qwen3-0.6BApache-2.0
Qwen3-0.6B_risk_seed1_fullQwen/Qwen3-0.6BApache-2.0
Qwen3-0.6B_risk_seed2_fullQwen/Qwen3-0.6BApache-2.0
Qwen3-0.6B_standard_seed0_fullQwen/Qwen3-0.6BApache-2.0
Qwen3-0.6B_standard_seed1_fullQwen/Qwen3-0.6BApache-2.0
Qwen3-0.6B_standard_seed2_fullQwen/Qwen3-0.6BApache-2.0
Qwen3-1.7B_risk_seed0_fullQwen/Qwen3-1.7BApache-2.0
Qwen3-1.7B_risk_seed1_fullQwen/Qwen3-1.7BApache-2.0
Qwen3-1.7B_risk_seed2_fullQwen/Qwen3-1.7BApache-2.0
Qwen3-1.7B_standard_seed0_fullQwen/Qwen3-1.7BApache-2.0
Qwen3-1.7B_standard_seed1_fullQwen/Qwen3-1.7BApache-2.0
Qwen3-1.7B_standard_seed2_fullQwen/Qwen3-1.7BApache-2.0
SmolLM2-1.7B_risk_seed0_fullHuggingFaceTB/SmolLM2-1.7BApache-2.0
SmolLM2-1.7B_risk_seed1_fullHuggingFaceTB/SmolLM2-1.7BApache-2.0
SmolLM2-1.7B_risk_seed2_fullHuggingFaceTB/SmolLM2-1.7BApache-2.0
SmolLM2-1.7B_standard_seed0_fullHuggingFaceTB/SmolLM2-1.7BApache-2.0
SmolLM2-1.7B_standard_seed1_fullHuggingFaceTB/SmolLM2-1.7BApache-2.0
SmolLM2-1.7B_standard_seed2_fullHuggingFaceTB/SmolLM2-1.7BApache-2.0
SmolLM2-135M_risk_seed0_fullHuggingFaceTB/SmolLM2-135MApache-2.0
SmolLM2-135M_risk_seed1_fullHuggingFaceTB/SmolLM2-135MApache-2.0
SmolLM2-135M_risk_seed2_fullHuggingFaceTB/SmolLM2-135MApache-2.0
SmolLM2-135M_standard_seed0_fullHuggingFaceTB/SmolLM2-135MApache-2.0
SmolLM2-135M_standard_seed1_fullHuggingFaceTB/SmolLM2-135MApache-2.0
SmolLM2-135M_standard_seed2_fullHuggingFaceTB/SmolLM2-135MApache-2.0
SmolLM2-360M_risk_seed0_fullHuggingFaceTB/SmolLM2-360MApache-2.0
SmolLM2-360M_risk_seed1_fullHuggingFaceTB/SmolLM2-360MApache-2.0
SmolLM2-360M_risk_seed2_fullHuggingFaceTB/SmolLM2-360MApache-2.0
SmolLM2-360M_standard_seed0_fullHuggingFaceTB/SmolLM2-360MApache-2.0
SmolLM2-360M_standard_seed1_fullHuggingFaceTB/SmolLM2-360MApache-2.0
SmolLM2-360M_standard_seed2_fullHuggingFaceTB/SmolLM2-360MApache-2.0
gemma-3-1b-pt_risk_seed0_fullgoogle/gemma-3-1b-ptGemma Terms of Use
gemma-3-1b-pt_risk_seed1_fullgoogle/gemma-3-1b-ptGemma Terms of Use
gemma-3-1b-pt_risk_seed2_fullgoogle/gemma-3-1b-ptGemma Terms of Use
gemma-3-1b-pt_standard_seed0_fullgoogle/gemma-3-1b-ptGemma Terms of Use
gemma-3-1b-pt_standard_seed1_fullgoogle/gemma-3-1b-ptGemma Terms of Use
gemma-3-1b-pt_standard_seed2_fullgoogle/gemma-3-1b-ptGemma Terms of Use
gemma-3-270m_risk_seed0_fullgoogle/gemma-3-270mGemma Terms of Use
gemma-3-270m_risk_seed1_fullgoogle/gemma-3-270mGemma Terms of Use
gemma-3-270m_risk_seed2_fullgoogle/gemma-3-270mGemma Terms of Use
gemma-3-270m_standard_seed0_fullgoogle/gemma-3-270mGemma Terms of Use
gemma-3-270m_standard_seed1_fullgoogle/gemma-3-270mGemma Terms of Use
gemma-3-270m_standard_seed2_fullgoogle/gemma-3-270mGemma Terms of Use
pythia-70m_risk_seed0_fullEleutherAI/pythia-70mApache-2.0
pythia-70m_risk_seed1_fullEleutherAI/pythia-70mApache-2.0
pythia-70m_risk_seed2_fullEleutherAI/pythia-70mApache-2.0
pythia-70m_standard_seed0_fullEleutherAI/pythia-70mApache-2.0
pythia-70m_standard_seed1_fullEleutherAI/pythia-70mApache-2.0
pythia-70m_standard_seed2_fullEleutherAI/pythia-70mApache-2.0