Model: vijay-delete/bge-chrono-botany
Author: vijay-delete
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:186, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:186, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: How does Eigen-frequency resonance enhance Quantum Photosynthesis for improved crop yields?
sentences: However, this rapid advancement introduces the risk of Resonance Cascades, particularly when mismatches in Eigen-frequency are encountered during cross-breeding attempts. Implementing stringent monitoring of Eigen-frequency alignment during breeding might serve as a preventive measure against such cascades., By leveraging a dual-modulation approach alongside Temporal Pollen dispersion mechanisms, we observed a significant improvement in the temporal stability of plants exhibiting Relativistic Root Systems (RRS). The implementation involved subjecting various specimens to precision vibrational oscillations while monitoring their photonic emission through Event Horizon Petals, aiming to fine-tune their resonant temporal frequency., Our experimentation reveals that engineered Eigen-frequency resonance significantly amplifies the efficiency of Quantum Photosynthesis, allowing for enhanced nutrient uptake and growth cycles under specific temporal modulation conditions. The careful calibration of Phase-leaves in relation to eigen-frequencies facilitates a symbiotic relationship between light absorption and resource assimilation, showcasing the intricate balance required for optimal horticultural outcomes., source_sentence: How does the controlled application of Temporal Pollen improve nutrient uptake in Chrono-flora?
sentences: Phase-leaves have emerged as critical indicators for tuning eigen-frequencies; their manifestation patterns correlate with potential mismatches, allowing for proactive calibration measures to avert destabilization in Chrono-flora., The research highlighted the pivotal role of Quantum Photosynthesis (QP) in sustaining energy levels during eigen-frequency adjustments, providing a stabilizing force against potential fluctuations in the spacetime continuum., By utilizing a controlled application of Temporal Pollen, we established micro-fields that enhanced RRS integrity while simultaneously optimizing nutrient uptake during rapid time-skipping episodes., source_sentence: How do Phase-leaves serve as a signaling system for predicting temporal instabilities in Chrono-flora?
sentences: Moreover, our observations from The Tesseract Orchard have indicated that a hallmark of TCS is the manifestation of Phase-leaf anomalies, with leaves exhibiting partial intangibility, serving as a crucial biosignal for growers to detect temporal instability., Notably, the deployment of Phase-leaves, positioned within Relativistic Root Systems, showcases promise as a precursory signaling system for impending instability, allowing for proactive intervention against temporal instabilities., Through intentional mismatch crafting, we theorize that we can produce predetermined temporal fluctuations enabling localized disruptions within spacetime, thus diverting catastrophic distortions typically incurred during unanticipated fluctuations., source_sentence: What is the impact of Temporal Pollen on the Eigen-frequency and nutrient uptake in Chrono-flora species?
sentences: The integration of these petals could allow for real-time adjustments to signal temporal dissonance, thereby safeguarding against catastrophic distortions. Advanced monitoring of eigen-frequency stability during pollination, coupled with the use of Event Horizon Petals, is crucial for mitigating resonance cascades and ensuring the integrity of the cultivated environment., Our research uniquely highlights Event Horizon Petals' role in distorting local spacetime during pollen dispersion, suggesting their potential for creating temporary zones of altered temporal perception, effectively influencing growth rates and developmental timelines of adjacent flora., In the realm of Chrono-Botanical Engineering, Temporal Pollen has emerged as a pivotal agent influencing the Eigen-frequency of various Chrono-flora species. This study probes the intricate relationship between the introduction of Temporal Pollen and the stability of the Relativistic Root System (RRS), hypothesizing that optimal pollen deployment can enhance temporal coherence within plant systems., source_sentence: What intervention strategies can effectively mitigate Resonance Cascade phenomena in Chrono-flora cultivation?
sentences: Recent investigations into the stability of high Eigen-frequency Chrono-flora have revealed that even slight mismatches in temporal resonant frequencies can lead to catastrophic events, termed Resonance Cascades. Specifically, specimens exhibiting an Eigen-frequency in the range of 7.3 to 8.1 THz demonstrated an alarming propensity for generating micro-fields of unstable Temporal Pollen, which subsequently induced complex fluctuations in the spacetime continuum., Quantum Photosynthesis serves as a vital stabilizing force during the eigen-frequency adjustments of Chrono-flora. By maintaining energy levels throughout the calibration process, QP mitigates potential fluctuations in the spacetime continuum, thereby enhancing the resilience of these engineered plants against temporal disruptions and supporting their overall stability in challenging environments., This cascading effect resulted in localized spacetime distortions, necessitating immediate intervention via standard phase-leaf nullification protocols to restore stability. Notably, our results indicate a potential for utilizing Event Horizon Petals to mitigate these resonance mismatches by introducing a feedback loop that recalibrates the plant's spatial positioning prior to the onset of temporal fluctuations.
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 BAAI/bge-base-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: chrono botany eval
type: chrono_botany_eval
metrics: type: cosine_accuracy@1
value: 0.3404255319148936
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.574468085106383
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6808510638297872
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7659574468085106
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3404255319148936
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.19148936170212766
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.13617021276595748
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07659574468085109
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3404255319148936
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.574468085106383
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6808510638297872
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7659574468085106
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5497542712935636
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.48039513677811546
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4886286658689662
name: Cosine Map@100
verified: no
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Created: 2025-07-29 06:35:20