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Collections including paper arxiv:2606.15007

Text/tool agent resources. Notes flag eval-only data, licenses and partial releases. Source audit 2026-10-08; runtime untested.

ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 38
Toolformer: Language Models Can Teach Themselves to Use Tools

Paper • 2302.04761 • Published Feb 9, 2023 • 12
APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets

Paper • 2406.18518 • Published Jun 26, 2024 • 26
ToolACE: Winning the Points of LLM Function Calling

Paper • 2409.00920 • Published Sep 2, 2024 • 2

about 12 hours ago

Why Fine-Tuning Encourages Hallucinations and How to Fix It

Paper • 2604.15574 • Published Apr 16 • 25
Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation

Paper • 2604.24763 • Published Apr 27 • 70
Programming with Data: Test-Driven Data Engineering for Self-Improving LLMs from Raw Corpora

Paper • 2604.24819 • Published Apr 27 • 90
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents

Paper • 2604.26752 • Published Apr 29 • 114

Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free

Paper • 2410.10814 • Published Oct 14, 2024 • 50
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment

Paper • 2502.16894 • Published Feb 24, 2025 • 33
Ring-lite: Scalable Reasoning via C3PO-Stabilized Reinforcement Learning for LLMs

Paper • 2506.14731 • Published Jun 17, 2025 • 8
SlimMoE: Structured Compression of Large MoE Models via Expert Slimming and Distillation

Paper • 2506.18349 • Published Jun 23, 2025 • 13

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 39
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 36
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 26

The Verification Horizon: No Silver Bullet for Coding Agent Rewards

Paper • 2606.26300 • Published Jun 24 • 53
Autodata: An agentic data scientist to create high quality synthetic data

Paper • 2606.25996 • Published Jun 24 • 21
OpenThoughts-Agent: Data Recipes for Agentic Models

Paper • 2606.24855 • Published Jun 23 • 49
CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents

Paper • 2606.22883 • Published Jun 22 • 38

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
Fast and Simplex: 2-Simplicial Attention in Triton

Paper • 2507.02754 • Published Jul 3, 2025 • 25
IntFold: A Controllable Foundation Model for General and Specialized Biomolecular Structure Prediction

Paper • 2507.02025 • Published Jul 2, 2025 • 36
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

new architecture

Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM

Paper • 2401.02994 • Published Jan 4, 2024 • 52
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
Repeat After Me: Transformers are Better than State Space Models at Copying

Paper • 2402.01032 • Published Feb 1, 2024 • 25
BlackMamba: Mixture of Experts for State-Space Models

Paper • 2402.01771 • Published Feb 1, 2024 • 25

State space LLM

about 17 hours ago

LASER: LLM Agent with State-Space Exploration for Web Navigation

Paper • 2309.08172 • Published Sep 15, 2023 • 13
Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning

Paper • 2606.15007 • Published Jun 12 • 19
StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling

Paper • 2608.15089 • Published Aug 15 • 452
FACET: Preserving Source Intent and Executable State in Terminal Task Synthesis

Paper • 2608.18580 • Published Aug 19 • 74

Text/tool agent resources. Notes flag eval-only data, licenses and partial releases. Source audit 2026-10-08; runtime untested.

ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 38
Toolformer: Language Models Can Teach Themselves to Use Tools

Paper • 2302.04761 • Published Feb 9, 2023 • 12
APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets

Paper • 2406.18518 • Published Jun 26, 2024 • 26
ToolACE: Winning the Points of LLM Function Calling

Paper • 2409.00920 • Published Sep 2, 2024 • 2

The Verification Horizon: No Silver Bullet for Coding Agent Rewards

Paper • 2606.26300 • Published Jun 24 • 53
Autodata: An agentic data scientist to create high quality synthetic data

Paper • 2606.25996 • Published Jun 24 • 21
OpenThoughts-Agent: Data Recipes for Agentic Models

Paper • 2606.24855 • Published Jun 23 • 49
CLI-Universe: Towards Verifiable Task Synthesis Engine for Terminal Agents

Paper • 2606.22883 • Published Jun 22 • 38

about 12 hours ago

Why Fine-Tuning Encourages Hallucinations and How to Fix It

Paper • 2604.15574 • Published Apr 16 • 25
Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation

Paper • 2604.24763 • Published Apr 27 • 70
Programming with Data: Test-Driven Data Engineering for Self-Improving LLMs from Raw Corpora

Paper • 2604.24819 • Published Apr 27 • 90
GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents

Paper • 2604.26752 • Published Apr 29 • 114

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
Fast and Simplex: 2-Simplicial Attention in Triton

Paper • 2507.02754 • Published Jul 3, 2025 • 25
IntFold: A Controllable Foundation Model for General and Specialized Biomolecular Structure Prediction

Paper • 2507.02025 • Published Jul 2, 2025 • 36
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free

Paper • 2410.10814 • Published Oct 14, 2024 • 50
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization Alignment

Paper • 2502.16894 • Published Feb 24, 2025 • 33
Ring-lite: Scalable Reasoning via C3PO-Stabilized Reinforcement Learning for LLMs

Paper • 2506.14731 • Published Jun 17, 2025 • 8
SlimMoE: Structured Compression of Large MoE Models via Expert Slimming and Distillation

Paper • 2506.18349 • Published Jun 23, 2025 • 13

new architecture

Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM

Paper • 2401.02994 • Published Jan 4, 2024 • 52
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
Repeat After Me: Transformers are Better than State Space Models at Copying

Paper • 2402.01032 • Published Feb 1, 2024 • 25
BlackMamba: Mixture of Experts for State-Space Models

Paper • 2402.01771 • Published Feb 1, 2024 • 25

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 39
Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Paper • 2310.08491 • Published Oct 12, 2023 • 57
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Paper • 2411.04282 • Published Nov 6, 2024 • 36
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 26

State space LLM

about 17 hours ago

LASER: LLM Agent with State-Space Exploration for Web Navigation

Paper • 2309.08172 • Published Sep 15, 2023 • 13
Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning

Paper • 2606.15007 • Published Jun 12 • 19
StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling

Paper • 2608.15089 • Published Aug 15 • 452
FACET: Preserving Source Intent and Executable State in Terminal Task Synthesis

Paper • 2608.18580 • Published Aug 19 • 74

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