Model: LiquidAI/LFM2-ColBERT-350M
Author: LiquidAI
Pipeline: sentence-similarity
Library: PyLate
Tags: PyLate, safetensors, lfm2, liquid, edge, ColBERT, sentence-transformers, sentence-similarity, feature-extraction, en, ar, zh, fr, de, ja, ko, es, arxiv:2511.23404, license:other, model-index, region:us
Card metadata: language: en, ar, zh, fr, de, ja, ko, es
tags: liquid, lfm2, edge, ColBERT, PyLate, sentence-transformers, sentence-similarity, feature-extraction
pipeline_tag: sentence-similarity
library_name: PyLate
license: other
license_name: lfm1.0
license_link: LICENSE
metrics: MaxSim_accuracy@1, MaxSim_accuracy@3, MaxSim_accuracy@5, MaxSim_accuracy@10, MaxSim_precision@1, MaxSim_precision@3, MaxSim_precision@5, MaxSim_precision@10, MaxSim_recall@1, MaxSim_recall@3, MaxSim_recall@5, MaxSim_recall@10, MaxSim_ndcg@10, MaxSim_mrr@10, MaxSim_map@100
model-index: name: PyLate
results: task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoClimateFEVER
type: NanoClimateFEVER
metrics: type: MaxSim_accuracy@1
value: 0.4
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.52
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.64
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.8
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.4
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.20666666666666667
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.15600000000000003
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.11799999999999997
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.195
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.2733333333333334
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.31566666666666665
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.45899999999999996
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.38664978031372876
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.506095238095238
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.31298040075928324
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoDBPedia
type: NanoDBPedia
metrics: type: MaxSim_accuracy@1
value: 0.86
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.92
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.94
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.98
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.86
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.7
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.64
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.5660000000000001
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.12059669442306678
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.2074731836307263
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.28467782707772427
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.4182321427819297
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.7139105590461106
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.8975
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.5749525139913445
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoFEVER
type: NanoFEVER
metrics: type: MaxSim_accuracy@1
value: 0.96
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.98
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.98
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.98
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.96
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.3533333333333333
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.21599999999999994
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.10799999999999997
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.8966666666666667
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.9533333333333333
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.96
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.96
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.9494352279872394
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.9666666666666667
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.9396715796806541
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoFiQA2018
type: NanoFiQA2018
metrics: type: MaxSim_accuracy@1
value: 0.56
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.78
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.78
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.82
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.56
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.36
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.26
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.14799999999999996
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.34874603174603175
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.5375714285714286
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.584452380952381
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.6361984126984127
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.5909802936451645
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.6625000000000001
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.5325997234510657
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoHotpotQA
type: NanoHotpotQA
metrics: type: MaxSim_accuracy@1
value: 0.92
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.98
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 1
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 1
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.92
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.5599999999999999
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.35999999999999993
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.18799999999999997
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.46
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.84
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.9
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.94
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.8954853297530804
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.9540000000000001
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.8452079490557751
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoMSMARCO
type: NanoMSMARCO
metrics: type: MaxSim_accuracy@1
value: 0.58
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.7
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.76
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.82
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.58
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.23333333333333336
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.15200000000000002
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.08199999999999999
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.58
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.7
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.76
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.82
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.6860512766453598
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.6444126984126984
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.6563222143353721
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoNFCorpus
type: NanoNFCorpus
metrics: type: MaxSim_accuracy@1
value: 0.5
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.6
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.66
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.7
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.5
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.3933333333333333
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.36400000000000005
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.29
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.06441975062397678
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.10314642255588413
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.1276571146817061
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.15217406670771688
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.37688958487118834
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.5655
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.18401289774934215
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoNQ
type: NanoNQ
metrics: type: MaxSim_accuracy@1
value: 0.66
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.78
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.86
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.88
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.66
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.26666666666666666
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.184
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.09599999999999997
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.62
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.72
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.82
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.85
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.7462482063760048
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.7323333333333334
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.7080310107127462
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoQuoraRetrieval
type: NanoQuoraRetrieval
metrics: type: MaxSim_accuracy@1
value: 0.8
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.92
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.98
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 1
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.8
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.3666666666666666
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.23599999999999993
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.132
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.7106666666666667
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.8813333333333333
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.9346666666666666
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.9793333333333334
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.882106394646597
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.8631666666666666
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.8429613442113442
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoSCIDOCS
type: NanoSCIDOCS
metrics: type: MaxSim_accuracy@1
value: 0.5
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.68
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.76
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.86
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.5
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.3466666666666666
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.27599999999999997
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.18599999999999997
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.10566666666666666
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.21366666666666664
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.2826666666666667
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.38066666666666665
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.3835676640413774
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.6130555555555556
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.29746953473534715
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoArguAna
type: NanoArguAna
metrics: type: MaxSim_accuracy@1
value: 0.28
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.5
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.7
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.88
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.28
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.16666666666666663
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.14
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.088
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.28
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.5
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.7
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.88
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.550733304467759
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.44868253968253957
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.4511852654234456
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoSciFact
type: NanoSciFact
metrics: type: MaxSim_accuracy@1
value: 0.7
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.82
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.88
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.92
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.7
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.29333333333333333
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.19599999999999998
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.10199999999999998
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.675
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.805
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.88
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.91
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.8042579434791977
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.7707142857142858
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.7705943722943722
name: Maxsim Map@100
verified: no, task: type: py-late-information-retrieval
name: Py Late Information Retrieval
dataset: name: NanoTouche2020
type: NanoTouche2020
metrics: type: MaxSim_accuracy@1
value: 0.7959183673469388
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.9795918367346939
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 1
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 1
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.7959183673469388
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.7619047619047619
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.6897959183673469
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.5489795918367346
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.054536287361574225
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.15427299614340523
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.2308549805548407
name: Maxsim Recall@5
verified: no, type: MaxSim_recall@10
value: 0.3471515583210746
name: Maxsim Recall@10
verified: no, type: MaxSim_ndcg@10
value: 0.629619385239878
name: Maxsim Ndcg@10
verified: no, type: MaxSim_mrr@10
value: 0.8894557823129251
name: Maxsim Mrr@10
verified: no, type: MaxSim_map@100
value: 0.4616787350016793
name: Maxsim Map@100
verified: no, task: type: nano-beir
name: Nano BEIR
dataset: name: NanoBEIR mean
type: NanoBEIR_mean
metrics: type: MaxSim_accuracy@1
value: 0.6550706436420722
name: Maxsim Accuracy@1
verified: no, type: MaxSim_accuracy@3
value: 0.7815070643642071
name: Maxsim Accuracy@3
verified: no, type: MaxSim_accuracy@5
value: 0.8415384615384615
name: Maxsim Accuracy@5
verified: no, type: MaxSim_accuracy@10
value: 0.8953846153846154
name: Maxsim Accuracy@10
verified: no, type: MaxSim_precision@1
value: 0.6550706436420722
name: Maxsim Precision@1
verified: no, type: MaxSim_precision@3
value: 0.3852747252747252
name: Maxsim Precision@3
verified: no, type: MaxSim_precision@5
value: 0.2976766091051805
name: Maxsim Precision@5
verified: no, type: MaxSim_precision@10
value: 0.20407535321821035
name: Maxsim Precision@10
verified: no, type: MaxSim_recall@1
value: 0.3931768280118962
name: Maxsim Recall@1
verified: no, type: MaxSim_recall@3
value: 0.5299331305821623
name: Maxsim Recall@3
verified: no, type: MaxSim_recall@5
value: 0.5985109464051271
name: Maxsim Recall@5
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Likes: 118 | All-time downloads: 22872
Created: 2025-10-28 12:34:27