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Contents

AI Agent Papers·2026
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StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents

Yan Yang, Xiangru Jian +8

Drives long‑horizon desktop agents by reading and manipulating program state (files, DOM, backends) instead of relying on screenshots. The main agent uses code for actions and structural verification while a lightweight GUI subagent handles rare screenshot-click steps, improving success rates and lowering per-task cost versus screenshot-only approaches.

#paper#ai-agent#long-horizon#coding-agents#agent-skills+3
Natural Language Processing Papers·2026
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LAMAR: An Open Language-Aware Multilingual Alignment Reranker

Seongtae Hong, Youngjoon Jang +3

Reranks multilingual retrieval candidates to favour documents that are both semantically relevant and written in the same language as the query, using English-anchored relevance distillation and preference alignment; excels in language-coherence tests while remaining competitive on standard multilingual reranking benchmarks.

#multilingual#NLP#RAG#distillation#benchmark+2
Hugging Face
AI Audio·2026
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VibeVoice-ASR-BitNet

Microsoft Research

Multilingual, real-time ASR for edge CPUs that uses heterogeneous quantization to reduce model size (4.62→1.58 GB) and lower inference latency. Trades some accuracy for 1.6–2.3× faster inference vs. Whisper.cpp and real-time capability on a few CPU threads, making it suitable for memory- and compute-constrained on-device transcription.

#huggingface#multilingual#ASR#stt#audio+5
Hugging Face
AI Dataset·2026
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pixelgpt-24x24-20k

unstonio·unston.io

Curated set of 20,000 native 24×24 pixel-art sprites with two-level semantic taxonomy labels for tiny text-to-image and discrete visual modeling. Rebalanced, rights-conscious subset with ≤5 colors per sprite and stratified train/val/test splits.

#huggingface#ai-image#image#pandas#polars
Hugging Face
AI Model·2026
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microsoft/Mage-VL

Senqiao Yang, Kaichen Zhang +20·Microsoft, Microsoft Research

Delivers image and video understanding plus a built-in event‑gated streaming gate — a unified 4B multimodal foundation model that uses codec-aligned tokenization to cut visual tokens by >75% and yield up to 3.5× wall‑clock inference speedup for streaming and long‑horizon video tasks.

#multimodal#video#vision#qwen#transformers+8
Hugging Face
AI Dataset·2026
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Indic DiarBench

Deovrat Mehendale, Aditya Mehndiratta +3·Sarvam AI, AI4Bharat +1

Benchmark for joint speaker diarization and speaker-attributed ASR across all 22 scheduled Indian languages, providing ~108 hours of human-corrected, time-aligned, speaker-attributed transcripts. Includes near-field, far-field and in-the-wild recordings with code-mixing and speaker overlap.

#ASR#speech#multilingual#huggingface#benchmark+6
Large Language Model Papers·2026
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From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement

Qinsi Wang, Jing Shi +9

Transforms open-ended LLM optimization into self-verifiable reinforcement learning by turning tasks into proxy environments that produce deterministic, rule-based rewards. Proposes RLSVR and SpyRL — an information-asymmetric self-play scheme where agents vote to identify a preassigned spy, yielding verifiable rewards without human annotation. Demonstrated on summarization, creative writing and mathematical reasoning.

#RL#rl#LLM#reasoning#paper+5
Hugging Face
AI Dataset·2026
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LLM Self Identification

SupraLabs

A compact dataset of prompt templates and examples designed to teach LLMs to consistently report model identity fields (model ID, name, creator, family, architecture, parameter count, knowledge cutoff). Includes regex markers, usage guidance, example replacements, and a small personalization script for fine‑tuning or runtime substitution.

#llm#huggingface#prompt-engineering#json#pandas+3
Hugging Face
AI Dataset·2026
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FinanceGym

Embodied Analysis

Provides a public test split of multimodal financial GUI interaction examples for evaluating agents that convert instructions and screenshots into grounded UI actions. Includes step-level screenshots, dialogue history, an OpenAI-style computer_use tool schema, and JSON next-action references; training data available on request.

#finance#multimodal#benchmark#evaluation#ai-agent+3
Hugging Face
AI Dataset·2026
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r0b0tlab/qwen3.8-max-glm5.2-kimi-k3-distillation

r0b0tlab, Alibaba Cloud Model Studio +5

Provides a 57,937-row, quality-filtered multi-teacher SFT distillation corpus combining outputs from Qwen3.8-Max, GLM-5.2 and Kimi K3 across math, code, reasoning, tool-use and dialogue. Includes 24 parquet training views (including a pre-tokenized GLM-4.7 view), configurable sampling weights (sft_balanced), and explicit tool-call trajectories for agent training.

#distillation#qwen#kimi#reasoning#code+5
Reinforcement Learning Papers·2026
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$N_0$-VTLA: Scaling Vision-Tactile-Language-Action Model with Latent Tactile Tokens

NeoteAI Team, Fudan TEAI Team

Enables tactile-aware robot manipulation by pretraining a vision–tactile–language–action foundation model and improving offline policies with ALTER. Combines large-scale NeoData visuo-tactile pretraining, a latent tactile pathway for predictive touch signals, and advantage‑conditioned offline RL for contact-rich tasks.

#robotics#rl#foundation-model#multimodal#vision+3
GitHub
AI Client·2026
GitHub

Codex ChatGPT Web

miuuyy

Brings ChatGPT Web models (including Pro) into Codex’s native model picker so you can run Temporary Chats with full Codex task context, images, streaming, and visible tool activity. Provides a desktop launcher and an optional MCP tunnel connector to route ChatGPT tool calls back to the local Codex task (filesystem, shell, tools). Unofficial browser automation that requires a signed-in ChatGPT account and developer-mode connector.

#chatgpt#codex#mcp#mcp-client#chatbot+6
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