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Browse files- .gitattributes +2 -0
- experiments/rerank_splade_voyage_rewrite/clapnq/analysis_report.json +228 -0
- experiments/rerank_splade_voyage_rewrite/clapnq/metrics.json +26 -0
- experiments/rerank_splade_voyage_rewrite/clapnq/retrieval_results.jsonl +3 -0
- experiments/rerank_splade_voyage_rewrite/config_resolved.yaml +204 -0
- experiments/rerank_splade_voyage_rewrite/govt/analysis_report.json +235 -0
- experiments/rerank_splade_voyage_rewrite/govt/metrics.json +26 -0
- experiments/rerank_splade_voyage_rewrite/govt/retrieval_results.jsonl +3 -0
.gitattributes
CHANGED
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@@ -105,3 +105,5 @@ experiments/01-query/baseline/voyage_rewrite/clapnq/retrieval_results.jsonl filt
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experiments/01-query/baseline/voyage_rewrite/cloud/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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experiments/01-query/baseline/voyage_rewrite/fiqa/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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experiments/01-query/baseline/voyage_rewrite/govt/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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experiments/01-query/baseline/voyage_rewrite/cloud/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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experiments/01-query/baseline/voyage_rewrite/fiqa/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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experiments/01-query/baseline/voyage_rewrite/govt/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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| 108 |
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experiments/rerank_splade_voyage_rewrite/clapnq/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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experiments/rerank_splade_voyage_rewrite/govt/retrieval_results.jsonl filter=lfs diff=lfs merge=lfs -text
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experiments/rerank_splade_voyage_rewrite/clapnq/analysis_report.json
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experiments/rerank_splade_voyage_rewrite/clapnq/metrics.json
ADDED
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"nDCG": [
|
| 3 |
+
0.49789,
|
| 4 |
+
0.55386,
|
| 5 |
+
0.58943,
|
| 6 |
+
0.62749
|
| 7 |
+
],
|
| 8 |
+
"Recall": [
|
| 9 |
+
0.51384,
|
| 10 |
+
0.64922,
|
| 11 |
+
0.7481,
|
| 12 |
+
0.89548
|
| 13 |
+
],
|
| 14 |
+
"MAP": [
|
| 15 |
+
0.418,
|
| 16 |
+
0.45576,
|
| 17 |
+
0.47296,
|
| 18 |
+
0.48307
|
| 19 |
+
],
|
| 20 |
+
"Precision": [
|
| 21 |
+
0.27981,
|
| 22 |
+
0.17788,
|
| 23 |
+
0.10481,
|
| 24 |
+
0.0251
|
| 25 |
+
]
|
| 26 |
+
}
|
experiments/rerank_splade_voyage_rewrite/clapnq/retrieval_results.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9f771ca034ef76a94fc5bc79ea6d6756052e4ffbee5e0d377e9d52f7c4baf79f
|
| 3 |
+
size 16636341
|
experiments/rerank_splade_voyage_rewrite/config_resolved.yaml
ADDED
|
@@ -0,0 +1,204 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
batch_sizes:
|
| 2 |
+
default: 64
|
| 3 |
+
embedding: 256
|
| 4 |
+
indexing: 256
|
| 5 |
+
inference: 64
|
| 6 |
+
reranking: 32
|
| 7 |
+
retrieval: 128
|
| 8 |
+
training: 32
|
| 9 |
+
validation: 64
|
| 10 |
+
caching:
|
| 11 |
+
cache_dir: .cache
|
| 12 |
+
embeddings:
|
| 13 |
+
backend: disk
|
| 14 |
+
enabled: true
|
| 15 |
+
enabled: true
|
| 16 |
+
index:
|
| 17 |
+
enabled: true
|
| 18 |
+
rebuild_on_change: true
|
| 19 |
+
compile: true
|
| 20 |
+
data:
|
| 21 |
+
corpus_file: corpus.jsonl
|
| 22 |
+
corpus_path: data/passage_level_processed/clapnq
|
| 23 |
+
domains:
|
| 24 |
+
- clapnq
|
| 25 |
+
- govt
|
| 26 |
+
qrels_file: qrels_passage.json
|
| 27 |
+
query_file: clapnq_rewrite.jsonl
|
| 28 |
+
deterministic: true
|
| 29 |
+
device: cuda
|
| 30 |
+
environment:
|
| 31 |
+
CUBLAS_WORKSPACE_CONFIG: :4096:8
|
| 32 |
+
MKL_NUM_THREADS: '4'
|
| 33 |
+
OMP_NUM_THREADS: '4'
|
| 34 |
+
evaluation:
|
| 35 |
+
metrics:
|
| 36 |
+
- recall@5
|
| 37 |
+
- recall@10
|
| 38 |
+
- recall@20
|
| 39 |
+
- recall@100
|
| 40 |
+
- mrr
|
| 41 |
+
- ndcg@10
|
| 42 |
+
- map
|
| 43 |
+
relevance_threshold: 1
|
| 44 |
+
statistical_tests:
|
| 45 |
+
alpha: 0.05
|
| 46 |
+
correction: bonferroni
|
| 47 |
+
enabled: true
|
| 48 |
+
method: paired_ttest
|
| 49 |
+
experiment:
|
| 50 |
+
description: Hybrid SPLADE + Voyage-3 with RRF fusion, ground truth rewrites, and
|
| 51 |
+
BGE reranking
|
| 52 |
+
name: rerank_splade_voyage_rewrite
|
| 53 |
+
type: retrieval
|
| 54 |
+
fp16: true
|
| 55 |
+
gradient_accumulation_steps: 1
|
| 56 |
+
gradient_checkpointing: false
|
| 57 |
+
logging:
|
| 58 |
+
console: true
|
| 59 |
+
experiment_tracking:
|
| 60 |
+
mlflow:
|
| 61 |
+
enabled: false
|
| 62 |
+
experiment_name: mt-rag-benchmark
|
| 63 |
+
tracking_uri: file:./mlruns
|
| 64 |
+
wandb:
|
| 65 |
+
enabled: false
|
| 66 |
+
entity: null
|
| 67 |
+
project: mt-rag-benchmark
|
| 68 |
+
file: logs/experiment.log
|
| 69 |
+
format: '%(asctime)s - %(name)s - %(levelname)s - %(message)s'
|
| 70 |
+
level: INFO
|
| 71 |
+
max_memory_gb: null
|
| 72 |
+
metrics:
|
| 73 |
+
compute:
|
| 74 |
+
- ndcg@5
|
| 75 |
+
- ndcg@10
|
| 76 |
+
- ndcg@20
|
| 77 |
+
- recall@5
|
| 78 |
+
- recall@10
|
| 79 |
+
- recall@20
|
| 80 |
+
- map@10
|
| 81 |
+
- precision@5
|
| 82 |
+
mixed_precision: true
|
| 83 |
+
num_threads: 16
|
| 84 |
+
num_workers: 4
|
| 85 |
+
numpy:
|
| 86 |
+
random_seed: 42
|
| 87 |
+
output:
|
| 88 |
+
results_dir: experiments/{experiment_name}/clapnq
|
| 89 |
+
save_results: true
|
| 90 |
+
paths:
|
| 91 |
+
artifacts: artifacts
|
| 92 |
+
cache: .cache
|
| 93 |
+
data: data
|
| 94 |
+
experiments: experiments
|
| 95 |
+
indices: indices
|
| 96 |
+
logs: logs
|
| 97 |
+
processed: data/processed
|
| 98 |
+
raw: data/raw
|
| 99 |
+
preprocessing:
|
| 100 |
+
chunking:
|
| 101 |
+
chunk_size: 512
|
| 102 |
+
min_chunk_size: 100
|
| 103 |
+
overlap: 128
|
| 104 |
+
strategy: sliding_window
|
| 105 |
+
tokenizer: cl100k_base
|
| 106 |
+
deduplication:
|
| 107 |
+
enabled: true
|
| 108 |
+
method: minhash
|
| 109 |
+
threshold: 0.95
|
| 110 |
+
text_cleaning:
|
| 111 |
+
lowercase: false
|
| 112 |
+
remove_emails: false
|
| 113 |
+
remove_special_chars: false
|
| 114 |
+
remove_urls: false
|
| 115 |
+
python:
|
| 116 |
+
hash_seed: 0
|
| 117 |
+
random_seed: 42
|
| 118 |
+
query:
|
| 119 |
+
expansion:
|
| 120 |
+
enabled: false
|
| 121 |
+
method: llm
|
| 122 |
+
num_terms: 5
|
| 123 |
+
history_turns: 3
|
| 124 |
+
include_conversation_history: true
|
| 125 |
+
max_length: 512
|
| 126 |
+
reranking:
|
| 127 |
+
batch_size: 32
|
| 128 |
+
enabled: true
|
| 129 |
+
max_length: 512
|
| 130 |
+
model: cross-encoder/ms-marco-MiniLM-L-12-v2
|
| 131 |
+
model_name: BAAI/bge-reranker-v2-m3
|
| 132 |
+
top_k: 20
|
| 133 |
+
top_k_candidates: 100
|
| 134 |
+
type: bge
|
| 135 |
+
use_fp16: true
|
| 136 |
+
retrieval:
|
| 137 |
+
dense:
|
| 138 |
+
batch_size: 128
|
| 139 |
+
model: BAAI/bge-base-en-v1.5
|
| 140 |
+
normalize_embeddings: true
|
| 141 |
+
similarity: cosine
|
| 142 |
+
dense_alternatives:
|
| 143 |
+
bge_large: BAAI/bge-large-en-v1.5
|
| 144 |
+
bge_m3: BAAI/bge-m3
|
| 145 |
+
e5_base: intfloat/e5-base-v2
|
| 146 |
+
fusion_method: rrf
|
| 147 |
+
hybrid:
|
| 148 |
+
dense_weight: 0.5
|
| 149 |
+
fusion_method: rrf
|
| 150 |
+
k: 60
|
| 151 |
+
sparse_weight: 0.5
|
| 152 |
+
index_name: clapnq_sparse
|
| 153 |
+
method: hybrid
|
| 154 |
+
min_score: 0.0
|
| 155 |
+
normalize_scores: true
|
| 156 |
+
retrievers:
|
| 157 |
+
- index_name: splade_clapnq
|
| 158 |
+
top_k: 300
|
| 159 |
+
type: splade
|
| 160 |
+
weight: 1.0
|
| 161 |
+
- index_name: voyage3large_clapnq
|
| 162 |
+
model_name: voyage-3-large
|
| 163 |
+
top_k: 300
|
| 164 |
+
type: voyage
|
| 165 |
+
weight: 1.0
|
| 166 |
+
rrf_k: 60
|
| 167 |
+
sparse:
|
| 168 |
+
b: 0.75
|
| 169 |
+
k1: 1.2
|
| 170 |
+
model: bm25
|
| 171 |
+
top_k: 100
|
| 172 |
+
seed: 42
|
| 173 |
+
torch:
|
| 174 |
+
backends:
|
| 175 |
+
cudnn:
|
| 176 |
+
benchmark: false
|
| 177 |
+
deterministic: true
|
| 178 |
+
manual_seed: 42
|
| 179 |
+
num_interop_threads: 1
|
| 180 |
+
num_threads: 4
|
| 181 |
+
use_deterministic_algorithms: true
|
| 182 |
+
training:
|
| 183 |
+
checkpointing:
|
| 184 |
+
mode: max
|
| 185 |
+
monitor: ndcg@10
|
| 186 |
+
save_best: true
|
| 187 |
+
save_last: true
|
| 188 |
+
early_stopping:
|
| 189 |
+
enabled: true
|
| 190 |
+
metric: ndcg@10
|
| 191 |
+
mode: max
|
| 192 |
+
patience: 3
|
| 193 |
+
epochs: 3
|
| 194 |
+
learning_rate: 2e-5
|
| 195 |
+
max_grad_norm: 1.0
|
| 196 |
+
optimizer: adamw
|
| 197 |
+
scheduler: linear
|
| 198 |
+
warmup_steps: 500
|
| 199 |
+
weight_decay: 0.01
|
| 200 |
+
validation:
|
| 201 |
+
check_corpus_integrity: true
|
| 202 |
+
check_query_format: true
|
| 203 |
+
check_splits_no_overlap: true
|
| 204 |
+
fail_on_warning: false
|
experiments/rerank_splade_voyage_rewrite/govt/analysis_report.json
ADDED
|
@@ -0,0 +1,235 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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experiments/rerank_splade_voyage_rewrite/govt/metrics.json
ADDED
|
@@ -0,0 +1,26 @@
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{
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| 5 |
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0.52581,
|
| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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|
experiments/rerank_splade_voyage_rewrite/govt/retrieval_results.jsonl
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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