Hallucination Mitigation And Output Reliability Instruction

via “improved instruction following with reduced hallucination”

Enhanced GPT-4 with 128K context and improved speed.

Unique: Combines instruction-tuning on high-quality examples with RLHF refinements specifically targeting constraint adherence and confidence calibration, using a multi-objective training approach that balances helpfulness with accuracy

vs others: Demonstrates measurably lower hallucination rates than GPT-4 base and comparable or better instruction-following than Claude 3 Opus on standardized benchmarks, while maintaining faster inference speeds