Model: CharlesPing/finetuned-all-minilm-l12-v2
Author: CharlesPing
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:982, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/all-MiniLM-L12-v2, base_model:finetune:sentence-transformers/all-MiniLM-L12-v2, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L12-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:982, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L12-v2
widget: source_sentence: There are fundamental faults in the statistical and scientific analyses used to justify the need for early and comprehensive mitigatory action by governments.
sentences: Higher atmospheric CO2 concentrations have led to an increase in dissolved CO2, which causes ocean acidification., Because much of the heat is provided by radioactive decay, scientists postulate that early in Earth's history, before isotopes with short half-lives were depleted, Earth's heat production was much higher., Using various analytical methods and scientific techniques, they collect and analyze data to help solve water related problems such as environmental preservation, natural disasters, and water management., source_sentence: It is unclear whether global warming is increasing hurricane frequency but there is increasing evidence that warming increases hurricane intensity.
sentences: The maximum rainfall and wind speed from hurricanes and typhoons are likely increasing., Given the estimated trend and the volume estimate for October–November of 2007 at less than 9,000 km3, one can project that at this rate it would take only 9 more years or until 2016 ± 3 years to reach a nearly ice-free Arctic Ocean in summer., 23 March 2015., source_sentence: ever since December temperatures in the Arctic have consistently been lower than minus 20 C
sentences: El Niño events cause short-term (approximately 1 year in length) spikes in global average surface temperature while La Niña events cause short term cooling., The oscillation in the Z direction takes the Sun ( W ( 0 ) ν ) 2 + Z ( 0 ) 2 = 98  parsec {\displaystyle {\sqrt {\left({\frac {W(0)}{\nu }}\right)^{2}+Z(0)^{2}}}=98{\text{ parsec}}} above the galactic plane and the same distance below it, with a period of 2 π / ν {\displaystyle 2\pi /\nu } or 83 million years, approximately 2.7 times per orbit., Average winter temperatures can go as low as −40 °C (−40 °F), and the coldest recorded temperature is approximately −68 °C (−90 °F)., source_sentence: "Global warming data apparently cooked by U.S. government-funded body  shows astounding temperature fraud with increases averaging 10 to 15  degrees Fahrenheit.
sentences: "A projected increase of 4.05 degrees Fahrenheit in average temperature is expected by 2065, and a projected increase of 9.37 degrees Fahrenheit in average temperature can be expected by the turn of the century if nothing is done to curb emissions., Methane clathrate, or hydrates, occur within and below permafrost soils., For decades, large-scale hunting raised international concern for the future of the species, but populations rebounded after controls and quotas began to take effect., source_sentence: They can now model how likely a specific event would be to occur under historical conditions, compared to the record temperatures we’re experiencing.
sentences: Both exceed 100% because their CO2 values were increased to 345 ppmv, without changing their other constituents to compensate., A 2012 paper in the journal Science examined the geological record in an attempt to find a historical analog for current global conditions as well as those of the future., Several musicians were contacted by the pair, before Jackson and Lionel Richie were assigned the task of writing the song.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: SentenceTransformer based on sentence-transformers/all-MiniLM-L12-v2
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: climate val
type: climate-val
metrics: type: cosine_accuracy@1
value: 0.21951219512195122
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.36585365853658536
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.45528455284552843
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5772357723577236
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.21951219512195122
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16260162601626013
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1284552845528455
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09268292682926829
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.09241192411924119
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.18170731707317075
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.2199186991869919
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.3196476964769648
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.25606975103779944
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3222028648857917
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.20734052863084007
name: Cosine Map@100
verified: no
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Created: 2025-05-13 07:50:25