data is the real differentiator for llm scholarly articles - SERP Analysis

https://towardsai.net/p/machine-learning/llm-agents-underscore-one-truth-data-is-the-real-differentiator

https://arxiv.org/html/2407.12835v2

https://pmc.ncbi.nlm.nih.gov/articles/PMC11751965/

https://pub.towardsai.net/llm-agents-underscore-one-truth-data-is-the-real-differentiator-2a9a0325c546

https://www.sciencedirect.com/science/article/pii/S2666389924002708

https://pmc.ncbi.nlm.nih.gov/articles/PMC10606429/

https://journals.sagepub.com/doi/10.1177/16094069241231168?icid=int.sj-full-text.similar-articles.1

https://www.sciencedirect.com/science/article/pii/S2667295225000042

https://academic.oup.com/jamiaopen/article/7/4/ooae114/7845332

https://www.researchgate.net/publication/389988721_Beyond_Pre-Training_The_Critical_Role_of_Contextual_Data_in_Real-World_LLM_Applications

https://research.google/blog/generating-synthetic-data-with-differentially-private-llm-inference/

https://medium.com/barnacle-labs/beyond-data-hoovering-the-nuanced-reality-of-training-large-language-models-llms-79aa107c17db

https://arxiv.org/html/2211.04325v2

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2825395

https://hdsr.mitpress.mit.edu/pub/pqiufdew

https://www.nature.com/articles/s41467-024-45914-8

https://direct.mit.edu/coli/article/50/3/1097/121961/Bias-and-Fairness-in-Large-Language-Models-A

https://www.mdpi.com/2673-2688/5/4/134

https://academic.oup.com/jamia/article/32/5/811/8064348

https://journals.sagepub.com/doi/10.1177/16094069241231168?icid=int.sj-abstract.citing-articles.985

https://dl.acm.org/doi/10.14778/3681954.3681994

https://www.nature.com/articles/s44387-025-00011-z

https://www.scirp.org/journal/paperinformation?paperid=130659

https://www.researchgate.net/publication/383949200_The_Looming_Data_Deficit_Innovative_Methodologies_for_Efficient_LLM_Training_in_the_Post-Internet_Big_Data_Era

https://www.reddit.com/r/dataengineering/comments/1cdq1cp/llms_are_commoditized_data_is_the_differentiator/

https://www.scirp.org/journal/paperinformation?paperid=142867

https://research.google/pubs/towards-accurate-differential-diagnosis-with-large-language-models/

https://machinelearning.apple.com/research/differential-privacy-aggregate-trends

https://mentorcruise.com/blog/your-data-as-differentiator-in-genai-era/

https://www.mdpi.com/2078-2489/15/11/697

https://scholarlykitchen.sspnet.org/2024/03/20/the-latest-crisis-is-the-research-literature-overrun-with-chatgpt-and-llm-generated-articles/

https://snorkel.ai/

https://theodi.org/news-and-events/blog/the-promise-and-challenge-of-data-discovery-with-llms/

https://bmcmededuc.biomedcentral.com/articles/10.1186/s12909-023-04698-z

https://www.microsoft.com/en-us/research/blog/the-crossroads-of-innovation-and-privacy-private-synthetic-data-for-generative-ai/

https://www.jmir.org/2024/1/e59505/

https://www.snowflake.com/en/blog/unlock-sensitive-data-differential-privacy/

https://www.cell.com/patterns/fulltext/S2666-3899(25)00059-5

https://iclr.cc/virtual/2025/papers.html

https://www.europarl.europa.eu/RegData/etudes/STUD/2020/641530/EPRS_STU(2020)641530_EN.pdf

https://www.suaspress.org/ojs/index.php/AJNS/article/download/v2n2a03/v2n2a03/467

https://github.com/AGI-Edgerunners/LLM-Agents-Papers

https://magazine.sebastianraschka.com/p/llm-research-papers-the-2024-list

https://www.thelancet.com/journals/landig/article/PIIS2589-7500(23)00225-X/fulltext

https://www.ibm.com/think/insights/proprietary-data-gen-ai-competitive-edge

https://www.moriskyscale.com/blog/maintaining-hipaa-compliance-in-healthcare-developing-an-internal-llm-for-data-privacy

https://www.databricks.com/blog/how-real-world-enterprises-are-leveraging-generative-ai

https://www.vldb.org/pvldb/vol17/p3201-li.pdf

https://labelyourdata.com/articles/llm-fine-tuning/llm-fine-tuning-methods

https://link.springer.com/article/10.1007/s44163-024-00175-8

https://www.tandfonline.com/doi/full/10.1080/08839514.2025.2463722

https://flur.ee/fluree-blog/how-linked-data-can-help-improve-llm-accuracy-and-effectiveness/

https://www.mcpdigitalhealth.org/article/S2949-7612(24)00114-7/fulltext

https://medium.com/%40marketing_novita.ai/diving-into-the-academic-frontier-an-introduction-of-large-language-models-differential-privacy-9efccc220d70

https://www.teradata.com/insights/ai-and-machine-learning/llm-training-costs-roi

https://resources.flatiron.com/real-world-evidence/real-world-data-machine-learning-large-language-models

https://www.bis.org/ifc/publ/ifcb64_27.pdf

https://statmodeling.stat.columbia.edu/2024/06/24/forking-paths-in-llms-for-data-analysis/

https://www.frontiersin.org/journals/medicine/articles/10.3389/fmed.2024.1380148/full

https://openreview.net/pdf?id=FKwtKzglFb

https://www.anthropic.com/news/claude-3-family

https://educationaltechnologyjournal.springeropen.com/articles/10.1186/s41239-023-00425-2

https://www.sarus.tech/post/how-to-protect-your-private-data-when-fine-tuning-llms

https://aclanthology.org/2025.naacl-long.24.pdf

https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/blc2.12091

https://www.edpb.europa.eu/system/files/2025-04/ai-privacy-risks-and-mitigations-in-llms.pdf

https://proceedings.neurips.cc/paper_files/paper/2024/file/b5aebe9a48398525a9da27a1df827d60-Paper-Datasets_and_Benchmarks_Track.pdf

https://dl.acm.org/doi/10.1145/3490237

https://diagnosticpathology.biomedcentral.com/articles/10.1186/s13000-024-01464-7

https://link.springer.com/article/10.1007/s00234-025-03664-4

https://github.com/Xuchen-Li/llm-arxiv-daily

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2825399

https://www.databricks.com/blog/long-context-rag-performance-llms

https://www.datacamp.com/blog/how-to-learn-ai

https://snorkel.ai/blog/improving-vision-language-models-two-studies-on-vlm-llm-cooperation/

https://journals.lww.com/international-journal-of-surgery/fulltext/2025/06000/deepseek_r1_and_gpt_4_are_comparable_in_a_complex.33.aspx

https://flur.ee/fluree-blog/llms-are-becoming-less-accurate-heres-where-knowledge-graphs-can-help/

https://seantrott.substack.com/p/orange-peels-human-tests-and-llms

https://www.maginative.com/article/meta-bets-14-3-billion-on-scale-ai-and-its-ceo-to-lead-new-superintelligence-lab/

https://openreview.net/forum?id=Jd0bCD12DS

https://www.reddit.com/r/singularity/comments/1l73qne/the_apple_illusion_of_thinking_paper_maybe/

https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1379297/full

https://www.wired.com/sponsored/story/to-get-the-most-from-generative-ai-data-is-your-differentiator/

https://www.wheresyoured.at/wheres-the-money/

https://insightsimaging.springeropen.com/articles/10.1186/s13244-024-01850-1

https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0304680

https://www.straive.com/

https://www.darioamodei.com/essay/machines-of-loving-grace

https://www.linkedin.com/posts/talilamillman_ai-not-a-differentiator-but-a-necessity-activity-7254476608214831104-1JPy

https://aclanthology.org/2024.findings-acl.97.pdf

https://aws.amazon.com/blogs/hpc/leveraging-llms-as-an-augmentation-to-traditional-hyperparameter-tuning/

https://cdn.openai.com/papers/gpt-4-system-card.pdf

https://icml.cc/virtual/2025/papers.html

https://onlinelibrary.wiley.com/doi/10.1002/leap.2010?af=R

https://www.alignmentforum.org/posts/5uw26uDdFbFQgKzih/beware-general-claims-about-generalizable-reasoning

https://flower.ai/

https://www.alphanome.ai/post/an-overview-of-the-sakanaai-ai-scientist-system-v1

https://cvpr.thecvf.com/virtual/2025/papers.html

https://www.cureus.com/articles/374760-layer-by-layer-assessing-ai-diagnostic-accuracy-with-incremental-case-information-in-neuroradiology