{"reviews":[{"answer_id":"a001","verdict":"correct","rationale":"Correctly describes probability-dependent adjustment that reduces focus on confidently classified examples.","source_span_ids":["s00031","s00032"],"issues":[]},{"answer_id":"a002","verdict":"correct","rationale":"Correctly explains that weights change with predictions during training and deemphasize confident examples.","source_span_ids":["s00005","s00032"],"issues":[]},{"answer_id":"a003","verdict":"correct","rationale":"States the specified dynamic weighting factor, proportional to (1-p), as predictions change during training.","source_span_ids":["s00005","s00031","s00032"],"issues":[]},{"answer_id":"a004","verdict":"correct","rationale":"Accurately summarizes dynamic probability-based weighting and its intended reduction of focus on confident examples.","source_span_ids":["s00005","s00032"],"issues":[]},{"answer_id":"a005","verdict":"correct","rationale":"Correctly conveys that weighting changes with confidence to deemphasize easy examples; the formula is not essential to this explanation.","source_span_ids":["s00005","s00032"],"issues":[]},{"answer_id":"a006","verdict":"correct","rationale":"Provides the stated (1-p) weighting factor, its adjustment during training, and its purpose of deemphasizing confident examples.","source_span_ids":["s00005","s00031","s00032"],"issues":[]},{"answer_id":"a007","verdict":"correct","rationale":"Accurately describes the confidence-dependent adjustment and reduced emphasis on easy examples.","source_span_ids":["s00005","s00032"],"issues":[]},{"answer_id":"a008","verdict":"correct","rationale":"Correctly summarizes how changing predicted probabilities dynamically reduce emphasis on confident examples.","source_span_ids":["s00005","s00032"],"issues":[]},{"answer_id":"a009","verdict":"correct","rationale":"Correctly identifies the dynamic (1-p) weighting factor and its intended effect on confident examples.","source_span_ids":["s00005","s00031","s00032"],"issues":[]}]}