Every Other Token is a tool that allows researchers to intercept OpenAI's streaming API and manipulate token responses in real-time. This innovative approach facilitates studies on token dependencies, interpretability, and creative AI collaborations, paving the way for new insights in LLM interaction.
Every Other Token is an innovative research tool designed for real-time interaction with OpenAI's streaming API. It enables the interception and transformation of responses at the token level, allowing researchers and developers to engage with large language models (LLMs) in groundbreaking ways. This approach facilitates the study of token sequences, making it possible to analyze and manipulate content dynamically while it is being generated.
Key Features
- Token Dependency Analysis: Examine how LLMs respond to disrupted token sequences, improving understanding of linguistic structures.
- Interpretability Research: Gain insights into token-level dependencies and causality, enhancing the interpretability of AI-generated content.
- Creative AI Interaction: Foster creative collaborations between humans and AI by employing token transformations to generate unique outputs.
- Real-time Prompt Engineering: Experiment with new techniques that allow better steering of language model responses.
- Stream Manipulation: Investigate how semantic meaning is altered when specific tokens are changed, aiding in robust model testing and enhancement.
Basic Usage
The functionality of Every Other Token can be easily accessed through simple command-line arguments:
python every_other_token.py "Tell me a story about a robot"
python every_other_token.py "Explain quantum physics" uppercase
python every_other_token.py "Write a haiku" mock gpt-4
Transformations can be applied selectively to the tokens, such as reversing or changing the case of odd tokens:
| Transform | Description | Example |
|---|---|---|
reverse | Reverses odd tokens | "hello" → "olleh" |
uppercase | Converts odd tokens to uppercase | "hello" → "HELLO" |
mock | Creates alternating case (mocking text) | "hello" → "hElLo" |
noise | Adds random characters to odd tokens | "hello" → "hello*" |
Research Applications
Every Other Token opens new avenues for research and experimentation:
- Causality Testing: Investigate the impacts of corrupted tokens on downstream generations.
- Semantic Robustness Testing: Determine how well LLMs maintain narrative coherence in the face of disruptions.
- Creative Collaboration: Use transformations to evoke unexpected and imaginative outputs for artistic projects.
Advanced Features
The tool includes comprehensive error handling to ensure a smooth user experience, validating API keys, detecting invalid transformations, and managing network issues effectively.
The development setup is also streamlined, allowing for easy local setup and contributions to enhance the tool further.
Future Roadmap
Future enhancements for Every Other Token may include features such as a web interface, batch processing capabilities, customizable transformations, and support for multiple API integrations, broadening its usability and functionality in diverse research contexts.
This tool not only serves the AI research community but also invites developers and interested individuals to explore the nature of token-dependent language modeling.
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