| { |
| "benchmark": { |
| "answerable_count": 22, |
| "benchmark_version": "ragbench-v1", |
| "categories": { |
| "acronym": 3, |
| "control": 4, |
| "distractor": 3, |
| "lexical": 4, |
| "paraphrase": 4, |
| "semantic": 4, |
| "unanswerable": 2 |
| }, |
| "chunk_count": 36, |
| "content_origin": "Original synthetic technical passages", |
| "corpus_version": "ragbench-v1", |
| "document_count": 12, |
| "name": "RAG Systems Evaluation Bench", |
| "question_count": 24, |
| "unanswerable_count": 2 |
| }, |
| "generation": { |
| "config": { |
| "decoding": "greedy", |
| "device": "cpu", |
| "do_sample": false, |
| "max_input_tokens": 512, |
| "max_new_tokens": 32, |
| "model_name": "google/flan-t5-small", |
| "prompt_template": "context_only_v1" |
| }, |
| "elapsed_seconds": 25.57, |
| "metrics": { |
| "abstention_accuracy": 0.0, |
| "answer_without_labeled_retrieval_count": 0, |
| "answerable_evaluated_count": 22, |
| "exact_match": 0.22727272727272727, |
| "generation_failure_count": 16, |
| "generation_failure_rate_given_retrieval_hit": 0.7619047619047619, |
| "query_count": 24, |
| "retrieval_failure_count": 1, |
| "retrieval_success_rate": 0.9545454545454546, |
| "semantic_similarity_mean": 0.6070945599878376, |
| "success_count": 5, |
| "token_f1": 0.5464777646595829, |
| "unanswerable_count": 2 |
| }, |
| "model": "google/flan-t5-small", |
| "peak_rss_mb": 737.2, |
| "retriever": "bm25", |
| "scope": "ragbench-v1 public benchmark", |
| "semantic_evaluation": { |
| "elapsed_seconds": 14.5, |
| "peak_rss_mb": 489.5 |
| } |
| }, |
| "methodology": { |
| "cutoffs": [ |
| 1, |
| 3, |
| 5 |
| ], |
| "environment": { |
| "execution": "CPU-only", |
| "python": "3.12.11" |
| }, |
| "hybrid_candidate_k": 20, |
| "hybrid_rrf_k": 60, |
| "resource_note": "Observed once on the CPU-only development machine; includes process and model loading." |
| }, |
| "retrievers": [ |
| { |
| "categories": { |
| "acronym": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 3, |
| "recall_at_1": 0.6666666666666666, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "control": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 4, |
| "recall_at_1": 1.0, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "distractor": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 3, |
| "recall_at_1": 1.0, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "lexical": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.75, |
| "mrr_at_5": 0.8, |
| "question_count": 4, |
| "recall_at_1": 0.625, |
| "recall_at_3": 0.75, |
| "recall_at_5": 1.0 |
| }, |
| "paraphrase": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.75, |
| "mrr_at_5": 0.75, |
| "question_count": 4, |
| "recall_at_1": 0.75, |
| "recall_at_3": 0.75, |
| "recall_at_5": 0.75 |
| }, |
| "semantic": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.75, |
| "mrr_at_5": 0.8, |
| "question_count": 4, |
| "recall_at_1": 0.75, |
| "recall_at_3": 0.75, |
| "recall_at_5": 1.0 |
| }, |
| "unanswerable": { |
| "mrr_at_1": null, |
| "mrr_at_3": null, |
| "mrr_at_5": null, |
| "question_count": 0, |
| "recall_at_1": null, |
| "recall_at_3": null, |
| "recall_at_5": null |
| } |
| }, |
| "elapsed_seconds": 0.43, |
| "id": "bm25", |
| "label": "BM25", |
| "metrics": { |
| "mrr_at_1": 0.8636363636363636, |
| "mrr_at_3": 0.8636363636363636, |
| "mrr_at_5": 0.8818181818181817, |
| "recall_at_1": 0.7954545454545454, |
| "recall_at_3": 0.8636363636363636, |
| "recall_at_5": 0.9545454545454546 |
| }, |
| "model": null, |
| "peak_rss_mb": 31.3 |
| }, |
| { |
| "categories": { |
| "acronym": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 3, |
| "recall_at_1": 0.6666666666666666, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "control": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.875, |
| "mrr_at_5": 0.875, |
| "question_count": 4, |
| "recall_at_1": 0.75, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "distractor": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 3, |
| "recall_at_1": 1.0, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "lexical": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 4, |
| "recall_at_1": 0.875, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "paraphrase": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 4, |
| "recall_at_1": 1.0, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "semantic": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.875, |
| "mrr_at_5": 0.875, |
| "question_count": 4, |
| "recall_at_1": 0.75, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "unanswerable": { |
| "mrr_at_1": null, |
| "mrr_at_3": null, |
| "mrr_at_5": null, |
| "question_count": 0, |
| "recall_at_1": null, |
| "recall_at_3": null, |
| "recall_at_5": null |
| } |
| }, |
| "elapsed_seconds": 15.3, |
| "id": "dense", |
| "label": "Dense MiniLM", |
| "metrics": { |
| "mrr_at_1": 0.9090909090909091, |
| "mrr_at_3": 0.9545454545454546, |
| "mrr_at_5": 0.9545454545454546, |
| "recall_at_1": 0.8409090909090909, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "model": "sentence-transformers/all-MiniLM-L6-v2", |
| "peak_rss_mb": 543.3 |
| }, |
| { |
| "categories": { |
| "acronym": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 3, |
| "recall_at_1": 0.6666666666666666, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "control": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.875, |
| "mrr_at_5": 0.875, |
| "question_count": 4, |
| "recall_at_1": 0.75, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "distractor": { |
| "mrr_at_1": 1.0, |
| "mrr_at_3": 1.0, |
| "mrr_at_5": 1.0, |
| "question_count": 3, |
| "recall_at_1": 1.0, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "lexical": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.875, |
| "mrr_at_5": 0.875, |
| "question_count": 4, |
| "recall_at_1": 0.625, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "paraphrase": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.75, |
| "mrr_at_5": 0.8125, |
| "question_count": 4, |
| "recall_at_1": 0.75, |
| "recall_at_3": 0.75, |
| "recall_at_5": 1.0 |
| }, |
| "semantic": { |
| "mrr_at_1": 0.75, |
| "mrr_at_3": 0.875, |
| "mrr_at_5": 0.875, |
| "question_count": 4, |
| "recall_at_1": 0.75, |
| "recall_at_3": 1.0, |
| "recall_at_5": 1.0 |
| }, |
| "unanswerable": { |
| "mrr_at_1": null, |
| "mrr_at_3": null, |
| "mrr_at_5": null, |
| "question_count": 0, |
| "recall_at_1": null, |
| "recall_at_3": null, |
| "recall_at_5": null |
| } |
| }, |
| "elapsed_seconds": 15.15, |
| "id": "hybrid", |
| "label": "Hybrid RRF", |
| "metrics": { |
| "mrr_at_1": 0.8181818181818182, |
| "mrr_at_3": 0.8863636363636364, |
| "mrr_at_5": 0.8977272727272727, |
| "recall_at_1": 0.75, |
| "recall_at_3": 0.9545454545454546, |
| "recall_at_5": 1.0 |
| }, |
| "model": "sentence-transformers/all-MiniLM-L6-v2", |
| "peak_rss_mb": 537.5 |
| } |
| ] |
| } |
|
|
