Aayan Mishra commited on
Update README.md
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README.md
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pipeline_tag: text-generation
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library_name: transformers
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---
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pipeline_tag: text-generation
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library_name: transformers
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---
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# Lovelace-1-7B
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*A research-oriented code language model focused on realistic software reasoning*
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---
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## Model Summary
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**Lovelace-1-7B** is a 7-billion parameter, code-focused large language model based on
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[`bigcode/starcoder2-7b`](https://huggingface.co/bigcode/starcoder2-7b).
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It is part of the **Lovelace** model family, which focuses on building **scalable, engineering-aligned coding models** intended for long-term use in tooling, agentic systems, and research environments.
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Rather than optimising for short-term benchmarks, Lovelace prioritises **correctness, constraint awareness, and system-level reasoning**.
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---
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## Model Family
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| Model | Base Model | Parameters | Status |
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| ----------------- | ----------------- | ---------- | ------------ |
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| Lovelace-1-3B | StarCoder2-3B | 3B | Released |
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| **Lovelace-1-7B** | **StarCoder2-7B** | **7B** | **Released** |
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| Lovelace-1-15B | Planned | 15B | Planned |
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All Lovelace models are designed to remain interface-compatible with the **Lovelace Code** runtime.
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---
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## Architecture
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* **Base architecture:** Transformer (decoder-only)
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* **Foundation model:** StarCoder2-7B
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* **Training paradigm:** Continued pretraining and alignment for code-centric tasks
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* **Modalities:** Text (code and natural language)
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* **Tokenisation:** Inherited from StarCoder2
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The architectural design closely follows StarCoder2-7B to preserve its strong multilingual and multi-language coding capabilities, while enabling future extensibility.
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---
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## Intended Capabilities
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Although formal benchmarks are not yet published, Lovelace-1-7B is designed for:
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* Code generation and completion across multiple programming languages
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* Code refactoring and explanation
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* Debugging and error localisation
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* API usage reasoning and software design discussion
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* Identifying infeasible or unrealistic engineering requests and responding with viable alternatives
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The model is explicitly tuned to **avoid hallucinated implementations**, preferring transparent limitations and constructive guidance.
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---
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## Lovelace Code Library
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Lovelace-1-7B is intended to be used alongside **Lovelace Code**, a companion library providing:
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* Structured coding prompts and system templates
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* Long-request handling and staged generation
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* Guardrails for non-computable or impractical tasks
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* Integration points for execution, tooling, and agent frameworks
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Current development focuses on **stability for long requests**, including multi-file generation and iterative refinement workflows.
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---
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## Evaluation
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At present:
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* No public benchmark results are released
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* Internal evaluation focuses on qualitative correctness, coherence under long prompts, and tool-aligned behaviour
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Formal evaluation and transparent reporting are planned future work.
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---
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## Limitations
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* Long-context stability is still under active development
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* No vision or multimodal support at this stage
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* Performance characteristics may differ from StarCoder2-7B depending on downstream usage
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Users should evaluate the model carefully before deploying in production or safety-critical environments.
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---
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## Roadmap
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Planned improvements include:
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* Improved long-context stability in Lovelace Code
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* Release of **Lovelace-1-15B**
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* Vision-language support (code + visual inputs)
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* Public benchmarks and technical reporting
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* Deeper integration with agentic and execution-based systems
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---
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## Intended Use
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Lovelace-1-7B is suitable for:
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* Research into code-focused LLM behaviour
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* Developer tooling and agent-based coding systems
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* Educational and exploratory programming assistance
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It is **not intended** for autonomous execution or high-risk domains without additional safeguards.
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---
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## Acknowledgements
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Lovelace-1-7B builds directly on the work of the **BigCode** project, specifically
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[`starcoder2-7b`](https://huggingface.co/bigcode/starcoder2-7b).
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The Lovelace project draws inspiration from modern open-weight research releases and large-scale industrial coding systems.
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---
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## Licence
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Please refer to the licence of the underlying StarCoder2-7B model.
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Additional terms may apply to the Lovelace Code library and downstream tooling.
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