Model: CharlesPing/finetuned-all-minilm-l12-v2-climate-v2
Author: CharlesPing
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3316, 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:3316, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L12-v2
widget: source_sentence: “The chain of events that links the melting Arctic with weather to the south begins with rising global temperatures causing more sea ice to melt.
sentences: On the other hand, one 1999 comparison between urban and rural areas proposed that urban heat island effects have little influence on global mean temperature trends., Given that records of solar activity are accurate, solar activity may have contributed to part of the modern warming that peaked in the 1930s, in addition to the 60-year temperature cycles that result in roughly 0.5 °C of warming during the increasing temperature phase., Not only does this increase the absorption of sunlight, it also increases melting and sea level rise., source_sentence: Scientific analysis of past climates shows that greenhouse gasses, principally CO2, have controlled most ancient climate changes.
sentences: Using the long-term temperature trends for the earth scientists and statisticians conclude that it continues to warm through time., Developers in Florida have announced the addition of solar panels on all new homes in several subdivisions., Greenhouse gases, in particular carbon dioxide and methane, played a significant role during the Eocene in controlling the surface temperature., source_sentence: Because current climate change is so rapid, the way species typically adapt (eg - migration) is, in most cases, simply not be possible.
sentences: An overall analysis of coral loss found that coral populations on the Great Barrier Reef had declined by 50.7% from 1985 to 2012, but with only about 10% of that decline attributable to bleaching, and the remaining 90% caused about equally by tropical cyclones and by predation by crown-of-thorns starfishes., Human activities therefore allow species to migrate to new areas (and thus become invasive) occurred on time scales much shorter than historically have been required for a species to extend its range., Originally it was believed that the drought in the Sahel primarily was caused by humans over-using natural resources in the region through overgrazing, deforestation and poor land management., source_sentence: In fact, the global melt rate has been accelerating since the mid-1970s.
sentences: 7–10 "There is now convincing evidence that since the industrial revolution, human activities, resulting in increasing concentrations of greenhouse gases have become a major agent of climate change., One of the paper's authors, Eric Steig of the University of Washington, stated "We now see warming is taking place on all seven of the earth’s continents in accord with what models predict as a response to greenhouse gases.", This effect results in the increased absorption of radiation that accelerates melting.", source_sentence: The Greenland ice sheet is at least 400,000 years old and warming was not global when Europeans settled in Greeland 1,000 years ago
sentences: Between 2001 and 2005: Sermeq Kujalleq broke up, losing 93 square kilometres (36 sq mi) and raised awareness worldwide of glacial response to global climate change., On the other hand, any doubling of the percentage of carbon dioxide in the air would raise the temperature of the earth's surface by 4°; and if the carbon dioxide were increased fourfold, the temperature would rise by 8°.", IPCC authors concluded ECS is very likely to be greater than 1.5 °C (2.7 °F) and likely to lie in the range 2 to 4.5 °C (4 to 8.1 °F), with a most likely value of about 3 °C (5 °F).
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 simpler
type: climate-val-simpler
metrics: type: cosine_accuracy@1
value: 0.5121951219512195
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7804878048780488
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8455284552845529
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9024390243902439
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5121951219512195
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.42547425474254746
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.33333333333333337
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.20000000000000004
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19485094850948512
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4714092140921409
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6096205962059622
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7021680216802166
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5903108533526495
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6585236804749001
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5015845936393009
name: Cosine Map@100
verified: no
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Created: 2025-05-16 08:49:30