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FlowMPC: New Framework Combines Flow Matching and World Models to Improve Robot Manipulation DYNA Framework Uses Temporal Knowledge Graphs to Reduce LLM Forgetting Without Retraining RAMS: Resource-Adaptive Model Switching for Embedded Edge Perception Under Load Open-SWE-Traces: 207K Multilingual Trajectories Set New Standard for Autonomous Software Engineering Agents Infant-Inspired Noise Boosts Deep RL Exploration, Research from arXiv Shows Mutual Distillation of Dual Foundation Models Achieves State-of-the-Art PET/CT Segmentation with Only 5 Labeled Cases SPARK Method Activates Latent Security Knowledge in LLMs for Secure Code Generation Apple explains why Siri AI took so long: first version ready last year but rebuilt from ground up New LLM Framework Detects Phishing Emails with Over 90% Accuracy Dual-Granularity Orthogonal Disentanglement: New Framework Boosts Generalizable Audio Deepfake Detection FlowMPC: New Framework Combines Flow Matching and World Models to Improve Robot Manipulation DYNA Framework Uses Temporal Knowledge Graphs to Reduce LLM Forgetting Without Retraining RAMS: Resource-Adaptive Model Switching for Embedded Edge Perception Under Load Open-SWE-Traces: 207K Multilingual Trajectories Set New Standard for Autonomous Software Engineering Agents Infant-Inspired Noise Boosts Deep RL Exploration, Research from arXiv Shows Mutual Distillation of Dual Foundation Models Achieves State-of-the-Art PET/CT Segmentation with Only 5 Labeled Cases SPARK Method Activates Latent Security Knowledge in LLMs for Secure Code Generation Apple explains why Siri AI took so long: first version ready last year but rebuilt from ground up New LLM Framework Detects Phishing Emails with Over 90% Accuracy Dual-Granularity Orthogonal Disentanglement: New Framework Boosts Generalizable Audio Deepfake Detection
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Open-SWE-Traces: 207K Multilingual Trajectories Set New Standard for Autonomous Software Engineering Agents Technology
Artificial Intelligence #ai#artificial intelligence

Open-SWE-Traces: 207K Multilingual Trajectories Set New Standard for Autonomous Software Engineering Agents

Researchers have released Open-SWE-Traces, a dataset of 207,489 software engineering agent trajectories spanning nine programming languages, sourced from 20,000 real-world pull requests. Fine-tuning on this data yields models that achieve state-of-the-art resolve rates on multiple SWE-bench benchmarks, advancing autonomous software engineering.

Jun 16, 2026 1 source
AdaMame: New Training Recipe Solves Language Collapse in Multilingual Reasoning Models Technology
Artificial Intelligence #artificial intelligence#multilingual

AdaMame: New Training Recipe Solves Language Collapse in Multilingual Reasoning Models

AdaMame, a two-stage training recipe for multilingual mathematical reasoning, addresses language collapse in large reasoning models. It adaptively aligns reasoning language to the query language without compromising accuracy, achieving Pareto-optimal performance across 12 languages.

Jun 16, 2026 1 source