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  • All (21181) +146
  • AI (3169) +10
  • DevOps (940) +5
  • Software (11185) +102
  • IT (5838) +28
  • Education (48)
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  • All (21181) +146
    • AI (3169) +10
    • DevOps (940) +5
    • Software (11185) +102
    • IT (5838) +28
    • Education (48)
  • Notice
  • All (21181) +146
  • AI (3169) +10
  • DevOps (940) +5
  • Software (11185) +102
  • IT (5838) +28
  • Education (48)
  • Notice
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  • 1 month ago · ai

    [Paper] Subjective Depth and Timescale Transformers: Learning Where and When to Compute

    The rigid, uniform allocation of computation in standard Transformer (TF) architectures can limit their efficiency and scalability, particularly for large-scale...

    #research #paper #ai #machine-learning #nlp
  • 1 month ago · ai

    [Paper] Text-to-SQL as Dual-State Reasoning: Integrating Adaptive Context and Progressive Generation

    Recent divide-and-conquer reasoning approaches, particularly those based on Chain-of-Thought (CoT), have substantially improved the Text-to-SQL capabilities of ...

    #research #paper #ai #nlp
  • 1 month ago · ai

    [Paper] Training Introspective Behavior: Fine-Tuning Induces Reliable Internal State Detection in a 7B Model

    Lindsey (2025) investigates introspective awareness in language models through four experiments, finding that models can sometimes detect and identify injected ...

    #research #paper #ai #machine-learning #nlp
  • 1 month ago · ai

    [Paper] Prune4Web: DOM Tree Pruning Programming for Web Agent

    Web automation employs intelligent agents to execute high-level tasks by mimicking human interactions with web interfaces. Despite the capabilities of recent La...

    #research #paper #ai #machine-learning #nlp
  • 1 month ago · ai

    [Paper] TALES: A Taxonomy and Analysis of Cultural Representations in LLM-generated Stories

    Millions of users across the globe turn to AI chatbots for their creative needs, inviting widespread interest in understanding how such chatbots represent diver...

    #research #paper #ai #machine-learning #nlp
  • 1 month ago · ai

    [Paper] PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark

    Despite the state-of-the-art performance of Large Language Models (LLMs) achieved on many tasks, their massive scale often leads to high computational and envir...

    #research #paper #ai #nlp
  • 1 month ago · ai

    [Paper] Self-Guided Defense: Adaptive Safety Alignment for Reasoning Models via Synthesized Guidelines

    Reasoning models have demonstrated remarkable capabilities in complex reasoning tasks. However, ensuring their safety against adversarial jailbreak prompts rema...

    #research #paper #ai #machine-learning #nlp
  • 1 month ago · ai

    [Paper] How to Correctly Report LLM-as-a-Judge Evaluations

    Large language models (LLMs) are increasingly used as evaluators in lieu of humans. While scalable, their judgments are noisy due to imperfect specificity and s...

    #research #paper #ai #machine-learning #nlp
  • 1 month ago · ai

    [Paper] MortgageLLM: Domain-Adaptive Pretraining with Residual Instruction Transfer, Alignment Tuning, and Task-Specific Routing

    Large Language Models (LLMs) demonstrate exceptional capabilities across general domains, yet their application to specialized sectors such as mortgage finance ...

    #research #paper #ai #machine-learning #nlp
  • 1 month ago · ai

    [Paper] Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models

    Large language models must satisfy hard orthographic constraints during controlled text generation, yet systematic cross-architecture evaluation remains limited...

    #research #paper #ai #nlp
  • 1 month ago · ai

    [Paper] Context-Aware Pragmatic Metacognitive Prompting for Sarcasm Detection

    Detecting sarcasm remains a challenging task in the areas of Natural Language Processing (NLP) despite recent advances in neural network approaches. Currently, ...

    #sarcasm detection #prompt engineering #retrieval-augmented generation #nlp #large language models
  • 1 month ago · ai

    [Paper] Zipf Distributions from Two-Stage Symbolic Processes: Stability Under Stochastic Lexical Filtering

    Zipf's law in language lacks a definitive origin, debated across fields. This study explains Zipf-like behavior using geometric mechanisms without linguistic el...

    #research #paper #ai #nlp

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