AGI-Hallucination

Please check recent paper index list in PaperList.

We also present a bird’s eye view of hallucinations in AGI and compile a comprehensive survey. LightHouse: A Survey of AGI Hallucination

📖 Once this problem is solved, the path to AGI unfolds

We called it LightHouse for AGI

✨ Nowadays, we defined hallucinations as: Model outputs that do not align with the contemporary empirical realities of our current world.

Definition for AGI Hallucination
- Conflict in Intrinsic Knowledge of Models
- Factual Conflict in Information Forgetting and Updating
- Conflict in Multimodal Fusion
Emergence for AGI Hallucination
- Training Data Distribution
- Timeliness of Information
- Ambiguity in Different Modalities
Mitigation for AGI Hallucination
- Data
- Train & SFT & RLHF
- Inference & Post-hoc
Evaluation for AGI Hallucination
- Benchmark
- Rule-Based
- Large Model-Based
- Human-Based
Talk about Future
- Dataset for 3D, Ego-Centric, Video, and Agent
- Mutimodel Fusion, RLHF Refine, Objective Refine, Inference Refine
- Knowledge Update, Catastrophic Forgetting
- Balance Creation and Hallucintion