Influence of History / Context

Memory-Aware Selection:

• Continuously tracks all previously asked and answered questions within each step to maintain contextual integrity.

• Applies a semantic penalty to questions that are overly similar to prior ones (defined as >0.7 cosine similarity using bert-base-nli-mean-tokens or equivalent model, as model may change due to enhancements or deprecation).

• Rewards topical diversity by incrementing a novelty index for questions that fall outside existing semantic clusters.

• Introduces an urgency bonus of +0.2 when contradictions are previously identified within semantically adjacent areas, prioritizing clarification of inconsistent knowledge nodes.