update readme

README.md

@@ -13,44 +13,36 @@ short_description: The chatbot arena for software engineering
 
 # SE Arena: Explore and Test the Best SE Chatbots with Long-Context Interactions
 
-Welcome to **SE Arena**, an open-source platform for evaluating software engineering-focused chatbots. SE Arena is designed to benchmark foundation models (FMs), including large language models (LLMs), in iterative and context-rich workflows characteristic of software engineering (SE) tasks.
+Welcome to **SE Arena**, an open-source platform designed for evaluating software engineering-focused chatbots. SE Arena benchmarks foundation models (FMs), such as large language models (LLMs), in iterative, context-rich workflows that are characteristic of software engineering (SE) tasks.
 
 ## Key Features
 
-- **Interactive Evaluation**: Test chatbots in multi-round conversations tailored for debugging, code generation, and requirement refinement.
-- **Transparent Leaderboard**: View model rankings across diverse SE workflows, updated in real-time using advanced metrics.
-- **Advanced Pairwise Comparisons**: Evaluate chatbots using metrics like Elo score, PageRank, and Newman modularity to understand their global dominance and task-specific strengths.
-- **Open-Source**: Built on [Hugging Face Spaces](https://huggingface.co/spaces/SE-Arena/Software-Engineering-Arena), fostering transparency and community-driven innovation.
+- **Advanced Pairwise Comparisons**: Assess chatbots using Elo score, PageRank, and Newman modularity to understand both global performance and task-specific strengths.
+- **Interactive Evaluation**: Test chatbots in multi-round conversations tailored for SE tasks like debugging, code generation, and requirement refinement.
+- **Open-Source**: Built on [Hugging Face Spaces](https://huggingface.co/spaces/SE-Arena/Software-Engineering-Arena), enabling transparency and fostering community-driven innovation.
+- **Transparent Leaderboard**: View real-time model rankings across diverse SE workflows, updated using advanced evaluation metrics.
 
 ## Why SE Arena?
 
-Existing evaluation frameworks often fall short in addressing the complex, iterative nature of SE tasks. SE Arena fills this gap by:
+Existing evaluation frameworks often do not address the complex, iterative nature of SE tasks. SE Arena fills this gap by:
 
-- Supporting long-context, multi-turn evaluations.
-- Allowing comparisons of anonymous models without bias.
-- Providing rich, multidimensional metrics for nuanced evaluations.
+- Supporting long-context, multi-turn evaluations to capture iterative workflows.
+- Allowing anonymous model comparisons to prevent bias.
+- Providing rich, multidimensional metrics for more nuanced model evaluations.
 
 ## How It Works
 
 1. **Submit a Prompt**: Sign in and input your SE-related task (e.g., debugging, code reviews).
-2. **Compare Responses**: Two chatbots respond to your query side-by-side.
+2. **Compare Responses**: Two anonymous chatbots provide responses to your query.
 3. **Vote**: Choose the better response, mark as tied, or select "Can't Decide."
-4. **Iterative Testing**: Continue the conversation with follow-up prompts to test long-context understanding.
-
-## Metrics Used
-
-SE Arena goes beyond traditional Elo scores by incorporating:
-
-- **Eigenvector Centrality**: Highlights models that perform well against high-quality competitors.
-- **PageRank**: Accounts for cyclic dependencies and emphasizes importance in dense sub-networks.
-- **Newman Modularity**: Groups models into clusters based on similar performance patterns, helping users identify task-specific expertise.
+4. **Iterative Testing**: Continue the conversation with follow-up prompts to test contextual understanding over multiple rounds.
 
 ## Getting Started
 
 ### Prerequisites
 
 - A [Hugging Face](https://huggingface.co) account.
-- Basic knowledge of software engineering workflows.
+- Basic understanding of software engineering workflows.
 
 ### Usage
 
@@ -69,15 +61,15 @@ We welcome contributions from the community! Here's how you can help:
 
 ## Privacy Policy
 
-Your interactions are anonymized and used solely for improving SE Arena and foundation model benchmarking. By using SE Arena, you agree to our [Terms of Service](#).
+Your interactions are anonymized and used solely for improving SE Arena and FM benchmarking. By using SE Arena, you agree to our [Terms of Service](#).
 
 ## Future Plans
 
-- **Enhanced Metrics**: Add round-wise analysis and context-aware metrics.
-- **Domain-Specific Sub-Leaderboards**: Focused rankings for debugging, requirement refinement, etc.
-- **Integration of Advanced Context Compression**: Techniques like LongRope and SelfExtend for long-term memory.
-- **Support for Multimodal Models**: Evaluate models integrating text, code, and other modalities.
+- **Enhanced Metrics**: Add round-wise analysis and context-aware evaluation metrics.
+- **Domain-Specific Sub-Leaderboards**: Rankings focused on tasks like debugging, requirement refinement, etc.
+- **Advanced Context Compression**: Techniques like LongRope and SelfExtend to manage long-term memory.
+- **Support for Multimodal Models**: Evaluate models that integrate text, code, and other modalities.
 
 ## Contact
 
-For inquiries or feedback, please [open an issue](https://github.com/zhimin-z/SE-Arena/issues/new) in this repository. We welcome your contributions and suggestions!
+For inquiries or feedback, please [open an issue](https://github.com/SE-Arena/Software-Engineer-Arena/issues/new) in this repository. We welcome your contributions and suggestions!