From bf0b54cb7edbd64006528b9210ad181449cc5ab1 Mon Sep 17 00:00:00 2001
From: jiarong0907
Date: Mon, 10 Nov 2025 21:51:15 -0600
Subject: [PATCH 01/12] update opening
---
README.md | 18 +++++++++---------
1 file changed, 9 insertions(+), 9 deletions(-)
diff --git a/README.md b/README.md
index 163dd329..d9ff69ae 100644
--- a/README.md
+++ b/README.md
@@ -11,24 +11,24 @@
- Make Router Evaluation Open and Standardized
+ Make Router Evaluation Open and Standardized
-**RouterArena** is an open evaluation platform and leaderboard for **LLM routers** β systems that automatically select the best model for a given query. As the LLM ecosystem diversifies into specialized models of varying size, capability, and cost, routing has become essential for balancing performance and efficiency. Yet, unlike models, routers currently lack a unified evaluation standard that measures how well they trade off accuracy, cost, robustness, and latency.
+**RouterArena** is an open evaluation platform and leaderboard for **LLM routers**βsystems that automatically select the best model for a given query. As the LLM ecosystem diversifies with models varying in size, capability, and cost, **routing** has become critical for balancing performance and cost. Yet, LLM routers currently lack a standardized evaluation framework to assess how effectively they trade off accuracy, cost, and other related metrics.
-RouterArena addresses this gap by providing a uniform, multi-dimensional benchmarking framework for both open-source and commercial routers. It introduces a principled dataset with diverse domains and difficulty levels, a comprehensive suite of evaluation metrics, and an automated leaderboard for transparent comparison. By standardizing router evaluation, RouterArena lays the foundation for reproducible, fair, and continuous progress in the next generation of routing systems.
+RouterArena bridges this gap by providing an open evaluation platform and benchmarking framework for both open-source and commercial routers. It has the following key features:
-Key Features
+- π **Diverse Data Coverage**: A principly-constructed, diverse evaluation dataset spanning 9 domains and 44 categories with easy, medium, and hard difficulty levels.
+- π **Comprehensive Metrics**: Five router-critical metrics measuring accuracy, cost, optimality, robustness, and latency.
+- βοΈ **Automated Evaluation**: An automated evaluation framework to simplify the evaluation process for open-source and commercial routers.
+- π **Live Leaderboard**: A live leaderboard to track the performance of routers across multiple dimensions.
-- **Diverse Data Coverage**: A principled, diverse evaluation dataset spanning 9 domains and 44 categories
-- **Comprehensive Eval Metrics**: Five complementary evaluation metrics capturing accuracy, cost, optimality, robustness, and latency.
-- **Uniform Eval Framework**: Fairly benchmarked open-sourced and commercial routers.
-- **Live Leaderboard**: Ranking routers across multiple dimensions.
+We aim for RouterArena to serve as a foundation for the community to evaluate, understand, and advance LLM routing systems.
-RouterArena Leaderboard
+# RouterArena Leaderboard
| Rank | Router | Affiliation | Arena | Opt.Sel | Opt.Cost | Opt.Acc | Lat | Robust |
|------|---------|--------------|--------|------------|-----------|----------|----------|-------------|
From 7849401d92f23aeae12bf281de61afeb5e3a20d1 Mon Sep 17 00:00:00 2001
From: jiarong0907
Date: Mon, 10 Nov 2025 21:58:18 -0600
Subject: [PATCH 02/12] leaderboard description
---
README.md | 10 +++++-----
1 file changed, 5 insertions(+), 5 deletions(-)
diff --git a/README.md b/README.md
index d9ff69ae..696798a4 100644
--- a/README.md
+++ b/README.md
@@ -26,9 +26,11 @@ RouterArena bridges this gap by providing an open evaluation platform and benchm
- βοΈ **Automated Evaluation**: An automated evaluation framework to simplify the evaluation process for open-source and commercial routers.
- π **Live Leaderboard**: A live leaderboard to track the performance of routers across multiple dimensions.
-We aim for RouterArena to serve as a foundation for the community to evaluate, understand, and advance LLM routing systems.
+*We aim for RouterArena to serve as a foundation for the community to evaluate, understand, and advance LLM routing systems.*
-# RouterArena Leaderboard
+# Current Leaderboard
+
+For more details, please see our [website](https://routeworks.github.io/leaderboard) and [blog](https://huggingface.co/blog/JerryPotter/who-routes-the-routers).
| Rank | Router | Affiliation | Arena | Opt.Sel | Opt.Cost | Opt.Acc | Lat | Robust |
|------|---------|--------------|--------|------------|-----------|----------|----------|-------------|
@@ -51,9 +53,7 @@ We aim for RouterArena to serve as a foundation for the community to evaluate, u
-->
-The current leaderboard is computed considering the accuracy and overall cost for each router. For more details, please read our [blog](https://huggingface.co/blog/JerryPotter/who-routes-the-routers).
-
-Have your router on there!
+# Have your router on the leaderboard!
If you want your router on the leaderboard, submit a Pull Request with your router's prediction file. For questions or issues, please open a GitHub issue. For fairness, we have withheld the ground truth answers for the full dataset. However, you can still test your router using the sub-sampled 10% dataset by following the steps below.
From 7da7cf13ecc2e853b84d890372324ce932d07498 Mon Sep 17 00:00:00 2001
From: jiarong0907
Date: Mon, 10 Nov 2025 22:00:53 -0600
Subject: [PATCH 03/12] try smaller size
---
README.md | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
diff --git a/README.md b/README.md
index 696798a4..664b9943 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,7 @@
Make Router Evaluation Open and Standardized
-
+
**RouterArena** is an open evaluation platform and leaderboard for **LLM routers**βsystems that automatically select the best model for a given query. As the LLM ecosystem diversifies with models varying in size, capability, and cost, **routing** has become critical for balancing performance and cost. Yet, LLM routers currently lack a standardized evaluation framework to assess how effectively they trade off accuracy, cost, and other related metrics.
@@ -58,7 +58,7 @@ For more details, please see our [website](https://routeworks.github.io/leaderbo
If you want your router on the leaderboard, submit a Pull Request with your router's prediction file. For questions or issues, please open a GitHub issue. For fairness, we have withheld the ground truth answers for the full dataset. However, you can still test your router using the sub-sampled 10% dataset by following the steps below.
-
+
## Setup
From 696eb8e094457bdbe56fb8db8428a99d396174ea Mon Sep 17 00:00:00 2001
From: jiarong0907
Date: Mon, 10 Nov 2025 22:25:41 -0600
Subject: [PATCH 04/12] setup description
---
README.md | 16 ++++++++--------
1 file changed, 8 insertions(+), 8 deletions(-)
diff --git a/README.md b/README.md
index 664b9943..576620a7 100644
--- a/README.md
+++ b/README.md
@@ -53,9 +53,11 @@ For more details, please see our [website](https://routeworks.github.io/leaderbo
-->
-# Have your router on the leaderboard!
+
-If you want your router on the leaderboard, submit a Pull Request with your router's prediction file. For questions or issues, please open a GitHub issue. For fairness, we have withheld the ground truth answers for the full dataset. However, you can still test your router using the sub-sampled 10% dataset by following the steps below.
+# Evaluating Your Router
+
+To use our framework to evaluate your router and get your router on the leaderboard, you can follow the steps below. The evaluation pipelines include two stages as shown in the diagram below. First, you need to generate a prediction file for your router. Then, you can open a Pull Request with your router's prediction file to trigger our automated evaluation workflow.
@@ -72,26 +74,24 @@ uv sync
```
### Step 2: Download Dataset
-Run this command to download the dataset from the [HF dataset](https://huggingface.co/datasets/RouteWorks/RouterArena).
+Download the dataset from [HF dataset](https://huggingface.co/datasets/RouteWorks/RouterArena).
```bash
uv run python ./scripts/process_datasets/prep_datasets.py
```
-### Step 3: Set Up API Keys
+### Step 3: Set Up API Keys (Optional)
-This step is **required only if you plan to use our pipeline to make LLM inferences**. Create a `.env` file in the project root and add the API keys for the providers you need:
+Update the API keys in the `.env` file in the project root. This step is **required only if you use our pipeline for LLM inferences**.
```bash
# Example .env file
OPENAI_API_KEY=
ANTHROPIC_API_KEY=
-HF_TOKEN=
# ...
```
-#### Optional:
-See the `ModelInference` class in `RouterArena/llm_inference/model_inference.py` for the complete list of supported providers and required environment variables. You can extend that class to support additional models, or submit a GitHub issue to request support for new providers.
+See the [`ModelInference`](./llm_inference/model_inference.py) class for the complete list of supported providers and required environment variables. You can extend that class to support more models, or submit a GitHub issue to request support for new providers.
## Usage
From d64b5ff734f68e3da9a019cec983ed799fa37f76 Mon Sep 17 00:00:00 2001
From: jiarong0907
Date: Mon, 10 Nov 2025 22:31:47 -0600
Subject: [PATCH 05/12] new icons for academic routers and commerical routers
---
README.md | 30 +++++++++++++++---------------
1 file changed, 15 insertions(+), 15 deletions(-)
diff --git a/README.md b/README.md
index 576620a7..85a4ba76 100644
--- a/README.md
+++ b/README.md
@@ -34,20 +34,20 @@ For more details, please see our [website](https://routeworks.github.io/leaderbo
| Rank | Router | Affiliation | Arena | Opt.Sel | Opt.Cost | Opt.Acc | Lat | Robust |
|------|---------|--------------|--------|------------|-----------|----------|----------|-------------|
-| π₯ | MIRT-BERT | π¨ USTC | 66.89 | 3.44 | 19.62 | 78.18 | 27.03 | 94.50 |
-| π₯ | Azure | π¦ Microsoft | 66.66 | 22.52 | 46.32 | 81.96 | β | β |
-| π₯ | NIRT-BERT | π¨ USTC | 66.12 | 3.83 | 14.04 | 77.88 | 10.42 | 44.50 |
-| 4 | GPT-5 | π¦ OpenAI | 64.32 | β | β | β | β | β |
-| 5 | vLLM-SR | π¦ vLLM | 64.32 | 4.79 | 12.54 | 79.33 | 0.19 | 100.00 |
-| 6 | CARROT | π¨ UMich | 63.87 | 2.68 | 6.77 | 78.63 | 1.50 | 93.60 |
-| 7 | NotDiamond | π¦ NotDiamond | 63.00 | 1.55 | 2.14 | 76.81 | β | β |
-| 8 | MLP | π¨ Academic | 57.56 | 13.39 | 24.45 | 83.32 | 90.91 | 96.90 |
-| 9 | GraphRouter | π¨ UIUC | 57.22 | 4.73 | 38.33 | 74.25 | 2.70 | 97.50 |
-| 10 | KNN | π¨ Academic | 55.48 | 13.09 | 25.49 | 78.77 | 1.33 | 51.30 |
-| 11 | RouteLLM | π¨ Berkeley | 48.07 | 99.72 | 99.63 | 68.76 | 0.40 | 99.80 |
-| 12 | RouterDC | π¨ SUSTech | 33.75 | 39.84 | 73.00 | 49.05 | 10.75 | 97.60 |
-
-π¨ Academicββπ¦ Commercialβ
+| π₯ | MIRT-BERT | π USTC | 66.89 | 3.44 | 19.62 | 78.18 | 27.03 | 94.50 |
+| π₯ | Azure | πΌ Microsoft | 66.66 | 22.52 | 46.32 | 81.96 | β | β |
+| π₯ | NIRT-BERT | π USTC | 66.12 | 3.83 | 14.04 | 77.88 | 10.42 | 44.50 |
+| 4 | GPT-5 | πΌ OpenAI | 64.32 | β | β | β | β | β |
+| 5 | vLLM-SR | πΌ vLLM | 64.32 | 4.79 | 12.54 | 79.33 | 0.19 | 100.00 |
+| 6 | CARROT | π UMich | 63.87 | 2.68 | 6.77 | 78.63 | 1.50 | 93.60 |
+| 7 | NotDiamond | πΌ NotDiamond | 63.00 | 1.55 | 2.14 | 76.81 | β | β |
+| 8 | MLP | π Academic | 57.56 | 13.39 | 24.45 | 83.32 | 90.91 | 96.90 |
+| 9 | GraphRouter | π UIUC | 57.22 | 4.73 | 38.33 | 74.25 | 2.70 | 97.50 |
+| 10 | KNN | π Academic | 55.48 | 13.09 | 25.49 | 78.77 | 1.33 | 51.30 |
+| 11 | RouteLLM | π Berkeley | 48.07 | 99.72 | 99.63 | 68.76 | 0.40 | 99.80 |
+| 12 | RouterDC | π SUSTech | 33.75 | 39.84 | 73.00 | 49.05 | 10.75 | 97.60 |
+
+π AcademicββπΌ Commercialβ
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