SLR
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Related Articles from SNS
SLRMentor: An LLM-Based Tool Supporting Learning of SLR in Software Engineering
arXiv:2606.07831v1 Announce Type: new Abstract: This paper presents SLRMentor, a conversational assistant designed to support both learning about the systematic literature review process and the execution of planning activities in software engineering. The tool offers general guidance on SLR methodology and supports key planning tasks, including search string construction and reasoning about inclusion and exclusion criteria, with explanations grounded in established SLR guidelines.
Evaluating AI-based Scientific Knowledge Synthesis with Epidemiological Systematic Reviews
arXiv:2603.22327v2 Announce Type: replace Abstract: Systematic literature reviews (SLRs) are a demanding and high-stakes form of scientific knowledge synthesis that remains underspecified as an evaluation setting for large language models (LLMs). We introduce AgentSLR, a large-scale evaluation harness comprising an SLR automation workflow and an expert annotated dataset covering 16,248 articles, designed to test LLM capabilities across the stages of SLRs in epidemiology. Reference...
How Do Document Parsers Break? Auditing Structural Vulnerability in Document Intelligence
arXiv:2605.19309v3 Announce Type: replace Abstract: Document Layout Analysis (DLA) pipelines provide structured page representations for retrieval-augmented generation, long-document question answering, and other document intelligence systems, yet their robustness evaluation remains largely area-centric. We identify this Footprint Bias and propose ProSA, a lightweight output-level auditing framework that decouples controlled probing, policy-driven targeting, and structure-aware diagnosis....
Can RBI shield rupee from further fall? Analysts expect up to $75 bn in fresh inflows
Reserve Bank of India's monetary policy measures are seen a coordinated attempt to shift market perception of rupee from depreciation concerns towards stronger capital inflows. SBI Research estimates that the measures could trigger at least $40 billion in inflows, potentially supporting the rupee towards the 92–93 levels. At the same time, Kotak Securities places the potential inflow impact higher, at $50–75 billion.
What's the Point? Spatial Grammar & Index Resolution for Sign Language Processing
arXiv:2606.08056v1 Announce Type: new Abstract: Sign language models are predominantly trained with gloss-sequence or text supervision, thereby under-modeling non-lexical and productive constructions. One comparatively tractable instance is spatial indexing: pointing gestures that assign discourse entities to spatial loci for subsequent co-reference, which lexicon-centric objectives largely fail to capture. We present a targeted evaluation of indexing in Sign Language Recognition, showing...