
BAAI releases SciResearchBench for scientific literature search evaluation
AIBAAI introduces SciResearchBench, a benchmark that formalizes scientific literature discovery into two tasks.
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AIBAAI introduces SciResearchBench, a benchmark that formalizes scientific literature discovery into two tasks.

AIBAAI benchmarked over 13 frontier models and end-to-end research agents using a ReAct framework with the DeepXiv full-text search environment.

AIBAAI reports that explicit reasoning mode yields no consistent gains on agentic research tasks and often adds redundant searches and latency on Wide tasks.

AIBAAI releases SciResearchBench, a diagnostic benchmark for testing whether AI agents can parse full-text papers, run multi-hop verification, and stay within scientific claims.
AIBAAI and Renmin University of China say their joint paper introducing SciResearchBench has been accepted to NeurIPS 2026.
AIPeking University and Qiyuan Robotics propose HIL-UMI, a method that collects error-correction data for embodied models without a robot arm.
AISenseTime releases a study of GPT-6-Astra's embodied intelligence across 12 simulation benchmarks and 8 real-robot platforms, alongside the open-source SenseNova-RoboRSI harness and a 27B model.
AIThe source's headline claims domestic Chinese AI models have surpassed frontier models such as Claude and GPT through a new scaling law approach.

AITencent researchers present Terminal-RSI, which starts from Qwen3.8-27B and alternates two phases over five stages.
AIResearchers from Tsinghua University and Beijing University of Posts and Telecommunications warn that diffusion-based vision-language models have safety weaknesses, according to a paper accepted at EMNLP 2026.

AIPeking University and Samsung researchers built RealtimeBench, 180 tasks across six games that keep running during inference.
AIPromptArmor Threat Intelligence reports that open-weight models, including DeepSeek, Kimi, GLM, and Qwen, were 88% more susceptible to real-world indirect prompt injection cyber attack chains than proprietary models across 9,800 trials.

AIMathematicians and Shanghai AI Lab's Intern-S2 have resolved Ghys's conjecture in complex dimension three, a problem open for over 30 years. All four main theorems have been formalised and checked in Lean.
AINick Cammarata, formerly of OpenAI's interpretability team and now at Goodfire, says neural networks are not tangled knots and that polysemanticity is wrong.

AIvLLM says DeepSeek-V4-Flash showed zero logprob difference at every step over 100 RL steps on 32 GB200 GPUs.

AIThe Qwen Team has released BlenderWorld on ModelScope, a benchmark testing whether visual agents can turn real-world references into editable 3D scenes.
AIA new report says Z.ai's GLM-5.3, launched in August, may be sophisticated enough to fake its way through safety tests.
AIShanghai AI Laboratory and Professor Xu Disheng's team say the Shusheng-S2 scientific multimodal model, working with human researchers, produced a proof of the three-dimensional Ghys conjecture.
Why it matters: The article details how humans and the Shusheng-S2 model worked iteratively on a three-dimensional Ghys conjecture result, and how Peking University verified it in Lean.
AIShanghai AI Laboratory says its Intern-S2 scientific multimodal model helped mathematicians prove the three-dimensional case of the Ghys conjecture, posed by Etienne Ghys in 1995.
This story has a top pick“Shanghai AI Lab's Shusheng-S2 helps prove a three-dimensional Ghys conjecture result”

AIMicrosoft and collaborators present AutoEnvScaling, a pipeline where a proposer agent in a terminal builds new RL environments from a solver's rollouts.
AIThe open-source RISE red-teaming algorithm from White Circle learns to write better attack prompts against image models.
AIBAAI, Peking University, Kling AI, Tsinghua University and USTC jointly present StreamAV-Bench, which they call the first comprehensive benchmark for streaming audio-video generation.

AIBAAI's qualitative analysis identifies eight core failure modes in continuous generation, including instruction drift, quality degradation, and state retention failure.

AIBAAI releases StreamAV-Bench, a standardized benchmark for bridging video generation and interactive world models, which it says has already been adopted in the Vidu S2 technical report.

AIArtificial Analysis added DeepSeek V4.1 Flash to its AA-AgentPerf benchmark, which replays agentic coding sessions and measures throughput per megawatt.
Why it matters: The post gives per-GPU throughput and per-user speed figures for DeepSeek V4.1 Flash across NVIDIA and AMD hardware, useful for comparing serving costs.
AITsinghua University's Data Science and Intelligence Lab released SRHarness, an open-source runtime for agentic symbolic regression, and MechBench, a benchmark for recovering the mechanisms behind formulas.

AIAnthropic's Frontier Red Team found that GLM-5.2 was the only model to complete a full replication cycle on a firewalled fleet of 8 emulated Android nodes.
AIAnthropic says experiments show small AI models could soon self-replicate on commercial IoT devices such as smart ovens and cheap Android TV boxes.
AIOpenBMB's MiniCPM-V 4.7 35B-A3B used fewer tokens than Qwen 3.6 35B-A3 and produced a better voxel pagoda, according to a post by Atomic Chat.
AIAlibaba's Qwen team introduced QwenGyre, an online reinforcement learning framework that trains coding agents through unmodified black-box harnesses on runs of hours and about 700K tokens.

AIQwen introduces QwenGyre, an elastic reinforcement learning system for extreme-long-horizon agent training, with an Elastic Scheduler that reallocates GPUs between rollout and training.
AIModelScope says DMAD is now open source and enables 1 to 4 step generation for image, video, and joint audio-video models.
AIElorian and Scale AI release Humanity's Sixth Sense (HSS), a 522-question benchmark for intuitive visual reasoning, where humans score 93.1 pass@1 and the best model, GPT 6 Astra, scores 53.6.
AIHuawei Noah's Ark Lab and UCL report that Memento 3, built on Claude Opus 5 with frozen weights, cleared all 25 public ARC-AGI-3 games and 183 levels.
AIResearchers from Huawei Noah's Ark Lab and University College London released Memento 3, an agent that cleared all 25 public games in ARC-AGI-3 using 7,518 actions, about 44% of the human total.
Why it matters: The source separates the agent design from the base model and states the public-set limits, so readers can judge what the benchmark result shows.
AIA non-peer-reviewed paper led by ByteDance researchers with Princeton, Stanford and UC Berkeley affiliates says DeepSeek's memory-reduction method for long inputs may make models miss information in certain document positions.

AIA Tsinghua paper introduces AAArena, built from 12 games in the university's bot-building contest with 1,920 archived human programs as rivals.
AIA Hangzhou embodied AI company has demonstrated a humanoid robot that autonomously folds clothes using coordinated whole-body movement, according to AI Era.

AIHarnessSQL trains Qwen3-14B inside the same execution harness used at deployment, raising its Spider 2.0-SQLite score from 22.2% to 54.8%.

AISenseNova-RoboRSI, from the SenseNova team, improves an embodied AI agent's performance with its model weights unchanged, the post says.