How Module Type and Rank Impact LoRA’s Effectiveness in Model Training

Table of Links Abstract and 1 Introduction 2 Background 3 Experimental Setup and 3.1 Datasets for Continued Pretraining (CPT) and Instruction Finetuning (IFT) 3.2 Measuring Learning with Coding and Math Benchmarks (target domain evaluation) 3.3 Forgetting Metrics (source domain evaluation) 4 Results 4.1 LoRA underperforms full finetuning in programming and math tasks 4.2 LoRA forgets … Read more

Does LoRA Fine-Tuning Help AI Models Forget Less?

Table of Links Abstract and 1 Introduction 2 Background 3 Experimental Setup and 3.1 Datasets for Continued Pretraining (CPT) and Instruction Finetuning (IFT) 3.2 Measuring Learning with Coding and Math Benchmarks (target domain evaluation) 3.3 Forgetting Metrics (source domain evaluation) 4 Results 4.1 LoRA underperforms full finetuning in programming and math tasks 4.2 LoRA forgets … Read more

Over Time, LoRA Holds Up Better Than Full Finetuning

Table of Links Abstract and 1 Introduction 2 Background 3 Experimental Setup and 3.1 Datasets for Continued Pretraining (CPT) and Instruction Finetuning (IFT) 3.2 Measuring Learning with Coding and Math Benchmarks (target domain evaluation) 3.3 Forgetting Metrics (source domain evaluation) 4 Results 4.1 LoRA underperforms full finetuning in programming and math tasks 4.2 LoRA forgets … Read more

LoRA Falls Short of Full Finetuning in Programming and Math Tasks

Table of Links Abstract and 1 Introduction 2 Background 3 Experimental Setup and 3.1 Datasets for Continued Pretraining (CPT) and Instruction Finetuning (IFT) 3.2 Measuring Learning with Coding and Math Benchmarks (target domain evaluation) 3.3 Forgetting Metrics (source domain evaluation) 4 Results 4.1 LoRA underperforms full finetuning in programming and math tasks 4.2 LoRA forgets … Read more

LLMs Are Changing the Way We Animate

Table of Links Abstract and 1 Introduction 2 Related Work 2.1 Program Synthesis 2.2 Creativity Support Tools for Animation 2.3 Generative Tools for Design 3 Formative Steps 4 Logomotion System and 4.1 Input 4.2 Preprocess Visual Information 4.3 Visually-Grounded Code Synthesis 5 Evaluations 5.1 Evaluation: Program Repair 5.2 Methodology 5.3 Findings 6 Evaluation with Novices … Read more

How Qubits May Crack the Puzzle of Structure Prediction

:::info Author: (1) Kalyan Dasgupta, IBM Research, Bangalore, India. ::: Table of Links Introduction Lattice models and coordinate space Encoding to qubit states 3.1 Encoding lattice structure in qubit sta 3.2 Selection of the plane of turn 3.3 Extending it to other structures Conclusions and References 1 Introduction Lattice models or structures are geometrical objects … Read more

OpenAI awarded $200 million US defense contract

The contract is estimated to complete in July 2026. OpenAI is officially on the Pentagon’s payroll. The Department of Defence announced a $200 million contract with OpenAI to provide the US government with new artificial intelligence tools, including those used for proactive cyber defense. In a post outlining its latest contracts, the DoD said that … Read more

Why People, Platforms, and Process Drift Shape AB-BPM’s Future

Table of Links Abstract and 1. Introduction Background and Related Work Research Method Results Discussion Conclusion and References 4 Results The main insights from the interviews and questionnaires are outlined below. We present opportunities and challenges that BPM industry experts perceive regarding the AB-BPM method. As software vendor employees, the study participants’ answers, to some … Read more

How a BPM Dream Team Ranked the Risks and Tools for AB-BPM

Table of Links Abstract and 1. Introduction Background and Related Work Research Method Results Discussion Conclusion and References 3 Research Method In order to address the research questions, we apply the grounded theory (GT) research method [4], combined with the Delphi method [17]. The GT research methodology is suitable for building a theory and answering … Read more

The Next Evolution in Business Process Improvement

Table of Links Abstract and 1. Introduction Background and Related Work Research Method Results Discussion Conclusion and References 2 Background and Related Work Organizations of all industries and sizes perform various combinations of activities to achieve desired results, may it be the production of physical goods or the provision of services. These combinations of activities … Read more

What BPM Pros Really Think About AI and A/B Testing Process Change

:::info Authors: (1) Aaron Friedrich Kurz [0000 −0002 −2547 −6780], Technische Universitat Berlin, Berlin, Germany and SAP Signavio, Berlin, Germany (aaron.kurz@sap.com); (2) Timotheus Kampik, SAP Signavio, Berlin, Germany (timotheus.kampik@sap.com); (3) Luise Pufahl, Technische Universitat Munchen, Munich, Germany (luise.pufahl@tum.de); (4) Ingo Weber [0000 −0002 −4833 −5921], Technische Universitat Munchen, Munich, Germany and Fraunhofer Gesellschaft, Munich, Germany … Read more

LogoMotion vs. The Newbies (Spoiler: The Newbies Won)

Table of Links Abstract and 1 Introduction 2 Related Work 2.1 Program Synthesis 2.2 Creativity Support Tools for Animation 2.3 Generative Tools for Design 3 Formative Steps 4 Logomotion System and 4.1 Input 4.2 Preprocess Visual Information 4.3 Visually-Grounded Code Synthesis 5 Evaluations 5.1 Evaluation: Program Repair 5.2 Methodology 5.3 Findings 6 Evaluation with Novices … Read more

Why r/antiwork’s Conversation Endures Beyond the Headlines

Table of Links Abstract and 1. Introduction 2. Related Work 3. Methodology 4. Results 5. Discussion 6. Conclusion, References, and Appendix 5 DISCUSSION Our study aimed to explore how user activity on r/antiwork was impacted by a gradual, sustained increase of subscribers, followed by a period of accelerated growth coinciding with mainstream media coverage of … Read more

Spikes, Slumps, and Surprises: Tracking r/antiwork’s Viral Growth and Topic Stability

Table of Links Abstract and 1. Introduction 2. Related Work 3. Methodology 4. Results 5. Discussion 6. Conclusion, References, and Appendix 4 RESULTS In the following section, we characterise how posting and commenting activity changed during the period of increased media coverage (RQ1), then we investigate trends in the behaviour of heavy and light users … Read more

Universal Digital Inc. Announces Bitcoin Treasury Strategy Across North America And Asia

Vancouver, Canada, June 16th, 2025/Chainwire/–Universal Digital Inc. (the “Company” or “Universal Digital”) (CSE: “LFG”, FSE: 8R20) is pleased to announce the launch of its Bitcoin Treasury Strategy, which will form a core pillar of the Company’s capital allocation framework. As an initial step, the Company has commenced the orderly divestment of its existing altcoin holdings, … Read more

Polymarket Odds on U.S. Military Action Against Iran Slide as Trump Team Proposes Tehran Talks

Traders on decentralized betting platform Polymarket have scaled back expectations for U.S. military action against Iran amid reports that President Donald Trump’s team is looking to mend fences. As of writing, probability that U.S. will strike Iran by June 30 stood at 46%, down sharply from the overnight high of 66.9%, according to trading in … Read more

ARK Invest Offloads Over $50M in Circle Shares as Stock Extends Rally

Cathie Wood’s ARK Invest trimmed its holdings on its sizable Circle (CRCL) position Monday, selling $51.8 million worth of shares, as the stablecoin issuer’s stock extended its rally. ARK sold a total of 342,658 shares across three of its actively managed exchange-traded funds (ETFs), according to a daily email. The ARK Innovation ETF (ARKK) offloaded … Read more