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The Liar's Chatroom

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Deadline: 12/11/2026

Skills for this role

Skills we detected for this role.

  • Machine Learning
  • Natural Language Processing

Opportunity brief

Uncover the Deceiver in a 48-Hour AI & NLP Kaggle Challenge!

About the Event

Step into The Liar's Chatroom, a fast-paced 48-hour online Kaggle competition where NLP meets digital forensics!

Participants will build an AI model to analyze fictional group-chat conversations, examine verified evidence, and identify which character is lying. Each conversation features four characters (A, B, C, and D), with exactly one character making a statement that contradicts the facts. Using a custom synthetic dataset, your mission is to train a model that spots contradictions with high accuracy.

️ Event Format & Dataset

- Dataset: Participants receive a custom synthetic dataset containing labeled training data and unlabeled test data. - ️ Approach: You may use any Machine Learning or NLP approach—including custom architectures, pretrained models, LLMs, fine-tuning, or rule-based heuristics. - Platform: Hosted externally on Kaggle.

Rules & Regulations

- Team Size: Compete individually or in teams of up to 4 members. - Submission Limit: Maximum of 5 submissions per team per day on Kaggle. - Submission Format: Predictions must be uploaded in the prescribed CSV format before the deadline. - Fair Play: Manual labeling of the test dataset and sharing predictions/code between competing teams are strictly prohibited. - Code & Methodology Submission: Top-performing teams on the private leaderboard must submit a brief explanation/repository of their methodology and may be asked to present their approach to qualify for prizes.

Evaluation Criteria

- Primary Metric: Evaluation is based strictly on Classification Accuracy on the dataset. - Final Ranking: Official winners are determined by the Private Kaggle Leaderboard following post-competition code verification.

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