Model: shahafvl/ReasonIR-8B-scientific-challenge-v1.1
Author: shahafvl
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, llama, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:106250, loss:MultipleNegativesRankingLoss, custom_code, arxiv:1908.10084, arxiv:1705.00652, base_model:reasonir/ReasonIR-8B, base_model:finetune:reasonir/ReasonIR-8B, model-index, endpoints_compatible, region:us
Base models (finetune): id: reasonir/ReasonIR-8B
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:106250, loss:MultipleNegativesRankingLoss
base_model: reasonir/ReasonIR-8B
widget: source_sentence: However, the specific losses of the open core differ with the core geometry and the geometry of the winding magnetizing the core, meaning that the predefined material loss curves are not sufficient. Additionally, intricate eddy current loss calculating techniques discussed in [8] - [15] are often optimized for a certain geometry and not completely applicable to the open core. Moreover, while these methods may be accurate in determining eddy current losses, other discrete losses may be neglected [20] .
sentences: Comprehensive analyses that seek to include a wide array of variables and moderator effects risk omitting less-studied or unmeasured factors, especially when these antecedents have not been thoroughly explored in the literature. This limitation is further amplified by variations in reporting standards across studies, making it hard to capture the full spectrum of influencing elements., There are also challenges related to the electromagnetic compatibility of open core components, as increased fringe fields may interfere with nearby sensitive electronics. Designing effective shielding or mitigation strategies requires both empirical studies and advanced simulation., In general, the losses within electromagnetic components are highly dependent on both the structural geometry and the configuration of the energizing windings, beyond what predefined material loss data can accurately predict. Furthermore, existing analytical and numerical techniques for loss calculation are frequently tailored to specific shapes or device types, and thus lack broad applicability across diverse component structures. This highlights a significant need for universally applicable methods to characterize all forms of power dissipation in a wide variety of electromagnetic systems., source_sentence: However, the specific losses of the open core differ with the core geometry and the geometry of the winding magnetizing the core, meaning that the predefined material loss curves are not sufficient. Additionally, intricate eddy current loss calculating techniques discussed in [8] - [15] are often optimized for a certain geometry and not completely applicable to the open core. Moreover, while these methods may be accurate in determining eddy current losses, other discrete losses may be neglected [20] .
sentences: Across various classes of electrical machines and transformers, loss mechanisms are complex functions of the interaction between material properties, three-dimensional structure, and operational boundary conditions. Standardized loss curves often fail to capture this complexity, and many computational models lack the versatility to cover the broad spectrum of geometries and configurations encountered in practice. Comprehensive frameworks that can integrate multiple loss phenomena for arbitrary device topologies are still underdeveloped., A fundamental challenge lies in establishing universally applicable formalisms for system resource management that encompass not only process scheduling but also memory allocation, storage, security, and network communication. Achieving such models is crucial for comparative evaluation and performance prediction across varied operating system implementations., There are also challenges related to the electromagnetic compatibility of open core components, as increased fringe fields may interfere with nearby sensitive electronics. Designing effective shielding or mitigation strategies requires both empirical studies and advanced simulation., source_sentence: In view of the limited capacity of the sensor or communication system, the method of data privacy protection is mostly based on the lightweight encryption algorithm [26] . Du et al. [27] proposed a probabilistic key sharing scheme suitable for WSNS, and however if the probability of the same communication key between any two nodes was , the security would be not guaranteed. About authentication before transmission, some schemes, for example, Hwang and Yeh's [11] two-way authentication scheme between nodes, Peyravian and Jeffries's [12] authentication scheme based on Hash function, Wang et al. 's [13] two-way anonymous password authentication scheme, and Kothmayr et al. 's [28] endto-end two-way authentication mechanism for IoT based on DTLS protocol using the existing public key encryption algorithm, have been proposed.
sentences: Many authentication protocols for low-power devices rely on pre-shared secrets or simple cryptographic primitives, making them susceptible to relay attacks or replay attacks, especially in environments where physical security of nodes cannot be guaranteed., Developing universally applicable security solutions for large-scale, decentralized, and resource-limited networks entails establishing models that can seamlessly integrate privacy, authentication, key management, and trust establishment in the presence of dynamic user requirements and diverse adversarial threats., Attempting to create generalized theoretical models by integrating cross-domain evidence can foster new understandings, but the lack of standardized methods and missing detailed context often reduce the explanatory power of resulting models. This issue is exacerbated when primary sources do not report all potentially relevant antecedents or conditions., source_sentence: These studies try to exploit spatial locality and remove false sharing misses in conventional cache-coherent infrastructures. This study revisits these issues in the context of transactional memory systems. Intermediate checkpointing to reduce wasted work has been proposed by Waliullah and Stenstrom [24] .
sentences: A fundamental challenge in computer architecture involves optimizing memory system performance by addressing inefficiencies like false sharing and improving locality of memory accesses. This encompasses devising general strategies to minimize various overheads and bottlenecks associated with memory coherence protocols across a broad range of parallel computing environments and system designs., Modern measurement systems often consist of networks of heterogeneous sensors working in tandem. As these systems grow in complexity, managing the aggregation and correction of errors—both systematic biases and random noise—in their collective output emerges as a major concern, especially since inaccuracies can accumulate over time and compromise overall system reliability., A persistent challenge in transactional memory systems is ensuring the correctness of nested transactions, where sub-transactions may have different commit or abort behaviors that complicate recovery and consistency., source_sentence: Further investigations regarding stochastic fair queuing and new AQM algorithms are seen as desirable. In any case, network infrastructure updates will take time, particularly if the interest of the involved stakeholders is not aligned (as is often the case for network operators when dealing with over-the-top real-time traffic). It is, therefore, imperative that RTCWEB congestion control provides adequate improvement in the absence of any of the aforementioned schemes.
sentences: Change detection in complex scenes often requires handling not only buildings but also surrounding features like roads, green spaces, and infrastructure. Generalizing the detection algorithms to differentiate and analyze modifications across diverse urban elements is essential for creating holistic monitoring tools that capture all significant changes in a cityscape., Ensuring efficient and equitable management of network resources in the face of evolving traffic patterns is critical. Beyond the nuances of individual congestion control algorithms, a larger challenge exists: designing end-to-end traffic management mechanisms that can adapt to heterogeneous network conditions, diverse application requirements, and varying degrees of stakeholder alignment. Finding scalable solutions that promote both fairness and performance under these broader real-world constraints remains an open problem., Testing and evaluating active queue management algorithms often requires costly and complex emulation environments to faithfully reproduce real-world network conditions. The lack of standardized testing frameworks can hinder the comparability and reproducibility of research in this area.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy
model-index: name: SentenceTransformer based on reasonir/ReasonIR-8B
results: task: type: triplet
name: Triplet
dataset: name: hierarchical eval
type: hierarchical_eval
metrics: type: cosine_accuracy
value: 0.999946653842926
name: Cosine Accuracy
verified: no
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Created: 2025-08-06 16:43:28