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Read one paper every day - 2025 #ACL Outstanding Paper: This paper introduces Pre3, a constraint decoding method based on deterministic pushdown automata (DPDA), which can enhance the efficiency of structured generation for #LLMS... Detils👉deeppdf.ai/pdf-summarizer…

Summary of 2025 #ACL Outstanding Paper: This paper presents "Attributed Grounding", an instruction generation framework to auto-synthesize large, diverse, complex user instruction data for LLM alignment and training... Detils👉deeppdf.ai/?share=979a4e8e #AI #LLMS

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New discovery! This paper points out that "pre-training" using formal languages can enhance the learning efficiency and generalization ability of natural languages... Details👉deeppdf.ai/?share=5c86e4ca #AI #LLMs

Summary of 2025 #ACL Outstanding Paper: This paper introduces Byte Latent Transformer (BLT), a novel LLM architecture based on byte-level input. BLT breaks away from the traditional token-based word segmentation approach... Detils:👉deeppdf.ai/?share=f1602095 #AI #LLM

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Summary of 2025 #ACL Outstanding Paper: How does LLMs distinguish group differences? This paper designs an evaluation suite consisting of eight benchmark tests to measure the capabilities of LLMs... Detils👉deeppdf.ai/pdf-summarizer… #AI #LLM

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Summary of 2025 #ACL Outstanding Paper: Are the algorithms in LLMs fair? This paper proposes and systematically explores the significance of Difference Awareness, supplementing the existing mainstream fairness assessment... Detils👉deeppdf.ai/pdf-summarizer… #AI #LLMs

Summary of 2025 #ACL Outstanding Paper: How to mitigate LLM inference latency bottlenecks? This paper introduces an inference acceleration method dubbed "Token Recycling" , offering a seamless, effective inference-stage acceleration solution.. 👉deeppdf.ai/pdf-summarizer… #AI #LLMs

Summary of 2025 #ACL Outstanding Paper: How to solve the performance difference problem of LLMs in multilingual processing? It introduces a framework called INCLINE, which can enhance multilingual performance without retraining! Detils👉deeppdf.ai/pdf-summarizer… #AI #LLMs

Summary of 2025 #ACL Outstanding Paper: Bridge AI’s historical analogy research gap! the paper studies LLMs’ auto-historical analogy ability and tech framework, setting theoretical/technical paths for future relevant intelligent systems. Detils👉deeppdf.ai/pdf-summarizer… #AI #LLM

Summary of 2025 #ACL Outstanding Paper: Have you ever encountered hate speech on X? This paper introduces HATEDAY — a social media hate speech dataset — and finds significant differences in hate speech prevalence across regions... Detils👉deeppdf.ai/pdf-summarizer… #X #AI #LLMs

Summary of 2025 #ACL Outstanding Paper: How to assess the hallucinations of an LLMs? In response to this, this paper introduces a comprehensive benchmark testing platform - Hallucinations of Generative Models... Detils👉deeppdf.ai/pdf-summarizer… #LMMs #AI

Summary of 2024 #ACL Best Paper: LLMs Bias? This paper introduces an automatic identification and de-bias method for LLMs bias problems - the Causal-guided Active Learning framework (CAL)... Detils👉deeppdf.ai/?share=a7e0a54a #LMMs #AI

Summary of 2024 #ACL Best Paper: This paper introduces L-Eval, a standardized evaluation framework specifically designed for Long-Context Language Models (LCLMs)... Detils👉deeppdf.ai/?share=ae0af3a5 #LMMs #AI

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Summary of 2024 #ACL Best Paper: How can large models efficiently utilize context multimodal examples? This paper introduces a new type of fine-tuning method for large MultiModal models - CaMML (Context-Aware MultiModal Learner)... Detils👉deeppdf.ai/?share=1eff114d #LMMs #AI

One-minute summary of #ACL Best Papers： This paper proposes an innovative dual-round annotation and validation framework and constructs the first high-quality, multi-label, multi-interpretation dataset VARIERR for the NLI task. Detils👉deeppdf.ai/pdf-summarizer…

One-minute summary of #ACL Best Papers: High memory consumption and low computing efficiency? This paper introduces a novel fine-tuning framework for #LLMs called "Quantized Side Tuning" (QST) to solve these problems Detils👉deeppdf.ai/pdf-summarizer…