OpenCodePapers

agents-on-bench

Agents
Dataset Link
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PaperCodeAccuracyModelNameReleaseDate
GLM-5: From Vibe Coding to Agentic Engineering✓ Link89.7GLM-52026-02-11
Step 3.5 Flash: Open Frontier-Level Intelligence with 11B Active Parameters✓ Link88.2Step-3.5-Flash2026-02-11
Qwen3.5: Towards Native Multimodal Agents✓ Link86.7Qwen3.5-397B-A17B2026-02-16
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale✓ Link84.26Ring-2.6-1T (high)2026-06-13
Kwai Keye-VL-2.0 Technical Report✓ Link82.6Keye-VL-2.0-30B-A3B2026-06-09
Qwen3.5: Towards Native Multimodal Agents✓ Link81.2Qwen3.5-35B-A3B2026-02-16
Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale80.9Intern-S1-Pro2026-03-26
DeepSeek-V3.2 Technical Report✓ Link80.3DeepSeek-V3.22025-12-02
MiMo-V2-Flash Technical Report✓ Link80.3MiMo-V2-Flash (Thinking)2026-01-06
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration✓ Link80.2Orchestrator2025-11-26
Mach-Mind-4-Flash Technical Report80.04Mach-Mind-4-Flash2026-07-10
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent✓ Link79.8Agents-A12026-06-29
Qwen3.5: Towards Native Multimodal Agents✓ Link79.5Qwen3.5-122B-A10B2026-02-16
Qwen3.5: Towards Native Multimodal Agents✓ Link79.1Qwen3.5-9B2026-02-16
Qwen3.5: Towards Native Multimodal Agents✓ Link79.0Qwen3.5-27B2026-02-16
ERNIE 5.0 Technical Report78.79ERNIE 5.02026-02-04
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale✓ Link78.36Ling-2.6-1T2026-06-13
Gemma 4 Technical Report✓ Link76.9Gemma 4 31B2026-07-02
Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale✓ Link76.36Ling-2.6-flash2026-06-13
LACUNA: Safe Agents as Recursive Program Holes✓ Link76.0Lacuna (deepseek-v4-flash)2026-05-27
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture✓ Link75.39SenseNova-U1-A3B-MoT2026-05-12
WEFT: Scaling Tool-Use Post-Training for General-Purpose Agents74.34WEFT-35B-A3B2026-09-29
Announcing Bonsai 27B: The First 27B-Class Model to Run on a Phone✓ Link73.61Ternary Bonsai 27B2026-07-14
EXAONE 4.5 Technical Report✓ Link72.0EXAONE 4.5 (Reasoning)2026-04-09
Gemma 4 Technical Report✓ Link69.0Gemma 4 12B Unified2026-07-02
Kimi K2: Open Agentic Intelligence✓ Link66.1Kimi K22025-07-28
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence65.4Agent-World (14B)2026-04-20
PivotRL: High Accuracy Agentic Post-Training at Low Compute Cost63.81Qwen3-30B-A3B-Thinking-2507 + PivotRL2026-03-22
ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas✓ Link63.7ASTRA-32B-thinking-v12026-01-29
NVIDIA Nemotron 3: Efficient and Open Intelligence✓ Link61.15Nemotron 3 Super2025-12-24
Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation58.9Nemotron-Cascade-2-30B-A3B2026-03-19
Unified Audio Intelligence Without Regressing on Text Intelligence57.2Audex 30B-A3B2026-07-06
DiffusionGemma Technical Report✓ Link56.2DiffusionGemma 26B A4B2026-07-31
Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts✓ Link48.57Nanbeige4.1-3B2026-02-13
Reinforcement World Model Learning for LLM-based Agents43.7RWML + Policy RL (Qwen3-8B)2026-02-05
ARC: Fair Relative Advantage Comparison in Open-Ended Real-World Interaction38.22GRPO + ARC (Qwen3-8B)2026-08-13
From Production Traffic to Post-Training: Building a Self-Hosted LLM That Covers the Corporate Request Mix37.6T-pro2.1 (internal, non-reasoning)2026-09-01
EnvACE: Internalizing Environment Dynamics via World Rehearsal for Agentic Reinforcement Learning✓ Link36.7EnvACE-8B2026-08-06
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL✓ Link33.67Qwen3-8B (EnvFactory)2026-05-18
SEAL: Synergistic Co-Evolution of Agents and Learning Environments✓ Link20.79Qwen2.5-7B-Instruct (SEAL)2026-05-23
Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models✓ Link15.0Youtu-LLM 2B2025-12-31