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+# ORBIT: A Unified Toolbox for LLM Routing
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+ Paper · Frontiers of Computer Science (2026)
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Introduction ·
RouteJudge ·
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Contributing ·
Citation ·
Contact
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-## Introduction
-
-**ORBIT (Optimal Routing and Budgeted Inference Toolbox)** is a modular, extensible toolbox for **LLM routing**. It studies how to select the most suitable model from a heterogeneous model pool **for each query**, under practical deployment constraints such as **cost, latency, and throughput**.
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+## Introduction
+
+**ORBIT: A Unified Toolbox for LLM Routing** is a modular, extensible open-source toolbox for **large language model (LLM) routing**, also known as **model routing**. It studies how to select the most suitable model from a heterogeneous model pool **for each query**, under practical deployment constraints such as **cost, latency, and throughput**.
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+ORBIT unifies LLM router development, cost-aware inference, text-only and multimodal routing benchmarks, and reproducible performance-cost evaluation. The repository name and URL remain **ORBIT** to preserve existing paper and project links.
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LLM routing methods are rapidly emerging, but existing implementations are often fragmented: they use different benchmark splits, cost assumptions, evaluation scripts, and router interfaces. This makes fair comparison and reproducibility difficult.
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-## Contribution Guidelines
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-We welcome pull requests that improve ORBIT's method coverage, benchmark support, documentation, and evaluation utilities.
-
-Before submitting a PR, please try to include:
+## Contribution Guidelines
+
+We welcome pull requests that improve ORBIT's method coverage, benchmark support, documentation, and evaluation utilities.
+
+### Project naming
+
+Use **ORBIT: A Unified Toolbox for LLM Routing** on first mention in future papers,
+project introductions, and documentation for related open-source routing methods;
+use **ORBIT** thereafter. Link to the canonical repository,
+[LAMDA-Model-Reuse/ORBIT](https://github.com/LAMDA-Model-Reuse/ORBIT), without renaming it.
+When citing the published FCS paper, retain its original bibliographic title,
+**ORBIT: An Optimal Routing and Budgeted Inference Toolbox**, and DOI as listed below.
+
+### Pull request checklist
+
+Before submitting a PR, please try to include:
- A concise description of the method, dataset, or utility being added.
- Configuration files needed to reproduce the experiment.