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
3 days ago
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Seal native runtime source snapshot and checksums
Verified signatureVerified source archive, matching runner hash, dataset attribution and integrity manifest.7c7813d -
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 -
Clarify intended use and verified JSON limitations
Verified signatureAdd a plain-language scope section before usage examples and detailed limitations beside evaluation results. Synchronize the run guide, source archive and checksums. Model weights, tokenizer and native inference algorithm are unchanged.8f5e19c
7 days ago
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Group each usage example with its instruction, text, schema and output
Verified signaturefcd5125 -
Label prompt instruction and wrap its text for readability
Verified signaturecc1b5c0 -
Present released model metrics without release comparisons
Verified signature77b1e90 -
Finalize source archive, report links and integrity manifests
Verified signature4f3881f -
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
8 days ago
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Make example JSON schemas and outputs collapsible
Verified signatureWrap the eight JSON code blocks in native expandable details sections, collapsed by default. Preserve every source, schema, generated output and metric. Update the README checksum.49a9c35 -
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
9 days ago
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Update README.md
Verified signature2c0bcd7 -
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 -
initial commit
Verified signature8006380