Aquire DeepRails Archives

RAGRecon | LLMs For Explainable Cyber Threat Intelligence

RAGRecon, a system to improve Cyber Threat Intelligence through the integration of Large Language Models and Retrieval-Augmented Generation.

December 5, 2025December 10, 2025

Written by H.Holman

AI and Language Model Research

DRAFT-RL | First LLM Evaluation Framework to Integrate Structured Reasoning with Multi-Agent RL

DRAFT-RL is a evaluation framework fort LLMs designed to address critical limitations in LLM-based reasoning systems by integrating Chain-of-Draft (CoD) reasoning with multi-agent reinforcement learning.

November 27, 2025December 10, 2025

Written by H.Holman

AI and Language Model Research

Language Model Council | 20 LLMs Dethroned GPT-4o and Revealed the Flaws in AI Leaderboards

LLM evaluation benchmarks aren’t as objective as they seem. What LLM picked as the LLM as a Judge can dramatically change the outcome of the evaluation. However, the Language Model Council research suggests that the top spot on any given leaderboard might be an artifact of evaluation design rather than a reflection of superior, generalized capability.

November 25, 2025December 10, 2025

Written by H.Holman

AI and Language Model Research

Is This “Humanity’s Last Exam”… For Language Models?

Humanity’s Last Exam is a multi-modal case study designed to measure the capabilities of large language models.

November 21, 2025December 10, 2025

Written by H.Holman

AI and Language Model Research

Humains-Junior Language Model Challenges GPT-4o on Factual Accuracy

A new research paper from Humains-Junior language model reportedly matches the factual accuracy of GPT-4o on a specific public subset. According to the paper the Humains-Junior language model achieves this performance through an innovative method called “Exoskeleton Reasoning.”

November 7, 2025December 10, 2025

Written by H.Holman

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RAGRecon | LLMs For Explainable Cyber Threat Intelligence

DRAFT-RL | First LLM Evaluation Framework to Integrate Structured Reasoning with Multi-Agent RL

Language Model Council | 20 LLMs Dethroned GPT-4o and Revealed the Flaws in AI Leaderboards

Is This “Humanity’s Last Exam”… For Language Models?

Humains-Junior Language Model Challenges GPT-4o on Factual Accuracy

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