dataset

HuggingFace Bio 团队发布 FineDNA——迄今最大的 DNA/基因组学 LLM 训练数据集，包含 300B+ token 的基因组与 DNA 相关文本、约 20 万条 SFT 对话和约 9.8 万条可验证 RL 提示，以及将 Qwen3-14B 训练成最强开源 DNA 模型 Carbon-X 的完整代码与配方。

This paper investigates how different pretrained visual representations organize Indian foods into similarity neighborhoods, finding that food similarity depends on representation, modality, and abstraction level rather than being an intrinsic property, using an expanded Khana dataset and seven visual models.

SketchDirector 是一个用于复杂场景草图生成的智能体框架，通过 LLM 分解文本提示为矢量资产、基于自演化记忆的迭代布局推理以及扩散先验细节优化，并发布了 MCSketch8K 数据集以支持后续研究。

SVPino highlights Voice Arena AI's Joy, a 100,000-hour dual-channel conversational voice dataset with separate per-speaker tracks, overlapping speech, interruptions, pauses, and backchannels, designed to teach voice models conversational timing.

LlamaIndex released Boo Bench, a 179-page benchmark of document pages designed to trick parsers and vision language models into repetition loops, with a leaderboard and paper measuring how often each system comes back 'ghost-free'.

HALO introduces a human-annotated benchmark and 8,000-response dataset for evaluating proactive AI agents, finding that over-proactivity (premature timing or excessive intensity) is the dominant failure mode, accounting for over 61% of rejected responses.

The author built WhisperNow, a voice-to-text app, and fine-tuned three LLMs (LFM2.5 1.2B/2.6B, Qwen3.5 4B) on a 66k-row dataset to clean up disfluencies locally, outperforming several cloud models in factual accuracy for short dictations.

Lipi-Ghor introduces an 885-hour, diarized, multi-domain Bengali speech corpus built from YouTube videos via a replicable pipeline, along with benchmarks of four ASR models and a human-verified gold evaluation split released under CC-BY-4.0.

IntReal introduces IntReal-100K, a real-world interleaved multimodal dataset, and a seven-dimension evaluation suite for diagnosing unified multimodal models, showing that modality-specific training can improve interleaved text-image generation.

该论文批判了传统机器翻译评估方法（MQM、ESA）的局限，提出了RATE（Refined Assessment for Translation Evaluation）协议和由专业语言学家标注的高质量英俄翻译评估数据集，发现SOTA机器翻译系统在准确度上可能已超越人类翻译，但在流畅度上仍存在差距。

论文提出 Isharah-Selfie 数据集，这是一个完全通过前置智能手机自拍视角采集的大型阿拉伯手语（ArSL）数据集，包含 16 名签名者的 8,997 段视频和 1,493 个句子，用于连续手语识别与翻译，并揭示现有方法在自拍条件及未见句子泛化上的不足。

LociArt 提出一种统一的自由风格局部视频范式，通过生成式细化网络（GRNStyle）实现区域-风格精确关联、空间控制与时间一致性，并发布了 LociArt-100K 数据集及配套基准。

This paper presents the first gold-standard dataset of Nepali political texts for election commitment mining, comparing machine learning, deep learning, and LLM approaches, with results integrated into a mobile app for electoral accountability visualization.

CHiME-3 背景噪音录音现已在 Zenodo 上以 CC BY 4.0 协议开放提供，包含六通道平板阵列在公交、咖啡馆、步行区和街道四种真实环境中录制的 16 kHz 音频，允许商用及再分发。

The Last Museum 是一个可对全球主要博物馆的 580 万件（更新数据约 630 万件）艺术品进行语义搜索的工具，让公众通过自然语言检索海量艺术藏品。

DataPraxis 提出一种基于验证式工作区演化的分析任务合成框架，并据此构建 DataPraxis-5K 数据集（5000 条已验证轨迹），训练出 DataPraxis-27B 与 DataPraxis-35B-A3B 模型，在 DABStep 与 JobBench 上达到或超过 GLM-5.2 等前沿模型水平。

DONIC 是首个跨操作类别与人类动作来源联合训练的通用双手灵巧追踪器，结合 PPO 与行为克隆的反馈循环及每手奖励设计，并发布 BiHOI 多视角数据集，在未见物体上无需微调即大幅超越现有 SOTA。

Marble has fully open-sourced its internal elementary school knowledge graph, os-taxonomy, containing 1,591 fine-grained knowledge points and 3,225 prerequisite dependencies forming a directed acyclic graph, covering 8 subjects and aligned with curriculum standards such as NGSS and Common Core. The license permits both research and commercial use. The project has quickly garnered 5,881 stars and 986 forks since launch, providing education products with a ready-to-reuse foundation of prerequisite relationships.

Maxime Rivest argues that any successful paid LLM inference run should be saved, since it constitutes a valuable example dataset, a view echoed by Gal Elmalah who frames data as a future asset.

EgoXperience 提出一个统一框架，通过自动标注的大规模数据和单次前向传播模型，从第一人称视频中联合重建相机运动、场景几何、手部与物体，并发布了 EgoX-Data-6M 数据集与 EgoX-Bench 基准，取得显著优于基线的性能。