Text Generation
MLX
Safetensors
English
information-extraction
structured-output
json
small-language-model
apple-silicon
from-scratch
post-training
research
Instructions to use OpenSML/OpenSML-JSONLite-175M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use OpenSML/OpenSML-JSONLite-175M with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # if on a CUDA device, also pip install mlx[cuda] # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("OpenSML/OpenSML-JSONLite-175M") prompt = "Once upon a time in" text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- MLX LM
How to use OpenSML/OpenSML-JSONLite-175M with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Generate some text mlx_lm.generate --model "OpenSML/OpenSML-JSONLite-175M" --prompt "Once upon a time"
- Atomic Chat
Commit History
2 days ago
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Publish main JSONLite checkpoint and verified evaluation package
Verified signatureMain model weights, native inference package, one-SFT training lineage, evaluation records and intended-use documentation.ab95dde
6 days ago
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Update main model with joint JSON extraction SFT and verified results
Verified signaturePublish the verified main checkpoint, unchanged tokenizer, native runtime bundle and updated source/schema/output examples. Original observed 1,444-request evaluation: 1,271 correct, 94.17% field accuracy, 92.88% value F1; 24 individual regressions documented. No JSON assembly, repair or constrained decoding. Previous revisions remain available.56c4fe4
7 days ago
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Update main checkpoint with focused extraction SFT and verified results
Verified signaturePublish complete verified main weights and native inference package. Add continuation lineage, matched results and four checked examples; retain the existing public model name and release history.c00cb36
8 days ago
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Upload complete native JSON model, runtime and verified examples
Verified signatureNative source-text + JSON Schema generation weights, tokenizer, MLX runtime, training report, evaluation evidence, checksums and four verified playground examples.f9d319a