Nicolay Rusnachenko
@nicolayr.com
💼 NLP for Radiology / Healthcare ⚕️ @buresearch.bsky.social・PhD in NLP・10+ years in Information Retrieval and Software Dev ・Opinions are mine
📍 Bournemouth 🇬🇧
📍 Bournemouth 🇬🇧
Pinned
bulk-chain: No-string framework for Time-Efficient LLM Querying in Information Retrieval Tasks
YouTube video by Nicolay Rusnachenko
youtube.com
🚨 Time-Effective LLM Querying in Information Retrieval Tasks
At Research Colloquium in Technische Universität Chemnitz we presented a framework for time-effective data handling with prompting schemas👇
🎬 youtube.com/watch?v=pa8j...
🧵1/n
At Research Colloquium in Technische Universität Chemnitz we presented a framework for time-effective data handling with prompting schemas👇
🎬 youtube.com/watch?v=pa8j...
🧵1/n
Reposted by Nicolay Rusnachenko
Imagine uploading 1 YouTube video 9 years ago and still generating 2M+ views a month.
No algorithm hacks. No posting schedule. No "content strategy."
Just a fireplace burning for 10 hours.
This is what digital real estate actually looks like.
No algorithm hacks. No posting schedule. No "content strategy."
Just a fireplace burning for 10 hours.
This is what digital real estate actually looks like.
December 29, 2025 at 8:06 PM
Imagine uploading 1 YouTube video 9 years ago and still generating 2M+ views a month.
No algorithm hacks. No posting schedule. No "content strategy."
Just a fireplace burning for 10 hours.
This is what digital real estate actually looks like.
No algorithm hacks. No posting schedule. No "content strategy."
Just a fireplace burning for 10 hours.
This is what digital real estate actually looks like.
🚨 Time-Effective LLM Querying in Information Retrieval Tasks
At Research Colloquium in Technische Universität Chemnitz we presented a framework for time-effective data handling with prompting schemas👇
🎬 youtube.com/watch?v=pa8j...
🧵1/n
At Research Colloquium in Technische Universität Chemnitz we presented a framework for time-effective data handling with prompting schemas👇
🎬 youtube.com/watch?v=pa8j...
🧵1/n
bulk-chain: No-string framework for Time-Efficient LLM Querying in Information Retrieval Tasks
YouTube video by Nicolay Rusnachenko
youtube.com
December 29, 2025 at 10:56 PM
🚨 Time-Effective LLM Querying in Information Retrieval Tasks
At Research Colloquium in Technische Universität Chemnitz we presented a framework for time-effective data handling with prompting schemas👇
🎬 youtube.com/watch?v=pa8j...
🧵1/n
At Research Colloquium in Technische Universität Chemnitz we presented a framework for time-effective data handling with prompting schemas👇
🎬 youtube.com/watch?v=pa8j...
🧵1/n
📢 If you do studies in Natural Language Processing, this may be of interest.The International Conference ICNLP 🇨🇳 is comming in 2026. This time it is going to be the 8th edition, and for those who interested in submission, call is open until 30'th of december
www.icnlp.net
www.icnlp.net
December 21, 2025 at 1:01 PM
📢 If you do studies in Natural Language Processing, this may be of interest.The International Conference ICNLP 🇨🇳 is comming in 2026. This time it is going to be the 8th edition, and for those who interested in submission, call is open until 30'th of december
www.icnlp.net
www.icnlp.net
🚨 The second part of the tutorial series on mimimalistic LLMs integration in web environment is here! 🎉
🎬️ youtu.be/yNKYJzlKxh0
🧵1/n
🎬️ youtu.be/yNKYJzlKxh0
🧵1/n
Minimalistic LLMs streaming querrying integration into WebPage
YouTube video by Nicolay Rusnachenko
youtu.be
December 15, 2025 at 10:17 PM
🚨 The second part of the tutorial series on mimimalistic LLMs integration in web environment is here! 🎉
🎬️ youtu.be/yNKYJzlKxh0
🧵1/n
🎬️ youtu.be/yNKYJzlKxh0
🧵1/n
📢 For those who interested in applying LLM for inferring iterators of data with CoT / prompts, this update might be relevant. Deligted to share the new release of the bulk-chain. This contributes to efficient AI querying for synthetic data gen.
🌟https://github.com/nicolay-r/bulk-chain
🧵1/n
🌟https://github.com/nicolay-r/bulk-chain
🧵1/n
December 14, 2025 at 11:12 PM
📢 For those who interested in applying LLM for inferring iterators of data with CoT / prompts, this update might be relevant. Deligted to share the new release of the bulk-chain. This contributes to efficient AI querying for synthetic data gen.
🌟https://github.com/nicolay-r/bulk-chain
🧵1/n
🌟https://github.com/nicolay-r/bulk-chain
🧵1/n
🚨 Can we opt-out from LLMs or we should use them in efficient way for Sentiment Analysis?
Answering to that question with the survey of previously developed frameworks in Sentiment Analysis. This become a lecture for CSC8644
@UniofNewcastle
🎬 youtube.com/watch?v=dYEx...
🧵1/n
Answering to that question with the survey of previously developed frameworks in Sentiment Analysis. This become a lecture for CSC8644
@UniofNewcastle
🎬 youtube.com/watch?v=dYEx...
🧵1/n
Deep Learning Frameworks And Their Evolution in Sentiment Analysis
YouTube video by Nicolay Rusnachenko
youtube.com
December 5, 2025 at 6:03 PM
🚨 Can we opt-out from LLMs or we should use them in efficient way for Sentiment Analysis?
Answering to that question with the survey of previously developed frameworks in Sentiment Analysis. This become a lecture for CSC8644
@UniofNewcastle
🎬 youtube.com/watch?v=dYEx...
🧵1/n
Answering to that question with the survey of previously developed frameworks in Sentiment Analysis. This become a lecture for CSC8644
@UniofNewcastle
🎬 youtube.com/watch?v=dYEx...
🧵1/n
Reposted by Nicolay Rusnachenko
29k participants at Neurips 2025
December 3, 2025 at 1:37 AM
29k participants at Neurips 2025
📢 Already head to the Birmingham to visit Delivering the NHS 10-Year Plan with AI & Data. Looking forward for keynote talks on AI adoption for Health servises, AI Risks.
🙌 If you're around or sharing mutual interest, let's connect!
🧵1/n
🙌 If you're around or sharing mutual interest, let's connect!
🧵1/n
October 16, 2025 at 6:24 PM
📢 Already head to the Birmingham to visit Delivering the NHS 10-Year Plan with AI & Data. Looking forward for keynote talks on AI adoption for Health servises, AI Risks.
🙌 If you're around or sharing mutual interest, let's connect!
🧵1/n
🙌 If you're around or sharing mutual interest, let's connect!
🧵1/n
📢This year finds me with the very second attempt in Run Bournemouth Supersonic 10K. Thanks to every supporter on that breezy way 🏖️ 💨...
🤔 Did I smashed it?
⏱️ www.myrunning.uk/run-bournemo...
#runbournemouth #bournemouthac #supersonic #10k #bournemouth #bournemouthbeach
🤔 Did I smashed it?
⏱️ www.myrunning.uk/run-bournemo...
#runbournemouth #bournemouthac #supersonic #10k #bournemouth #bournemouthbeach
October 14, 2025 at 9:28 AM
📢This year finds me with the very second attempt in Run Bournemouth Supersonic 10K. Thanks to every supporter on that breezy way 🏖️ 💨...
🤔 Did I smashed it?
⏱️ www.myrunning.uk/run-bournemo...
#runbournemouth #bournemouthac #supersonic #10k #bournemouth #bournemouthbeach
🤔 Did I smashed it?
⏱️ www.myrunning.uk/run-bournemo...
#runbournemouth #bournemouthac #supersonic #10k #bournemouth #bournemouthbeach
⚕️ The PubMed OA subset byshares a metadata for 35M articles. Suddenly, the existing article parser was supported until 2024
📢 Excited to share project, which contirbutes:
☑️ Downloader for files
☑️ No-string iterator over articles
github.com/nicolay-r/pu...
#MedLibs
📢 Excited to share project, which contirbutes:
☑️ Downloader for files
☑️ No-string iterator over articles
github.com/nicolay-r/pu...
#MedLibs
GitHub - nicolay-r/pubmed_articles_iter: Non-official JSON-based articles info iterator from fetched XML snapshot for year 2025
Non-official JSON-based articles info iterator from fetched XML snapshot for year 2025 - nicolay-r/pubmed_articles_iter
github.com
October 4, 2025 at 8:08 PM
⚕️ The PubMed OA subset byshares a metadata for 35M articles. Suddenly, the existing article parser was supported until 2024
📢 Excited to share project, which contirbutes:
☑️ Downloader for files
☑️ No-string iterator over articles
github.com/nicolay-r/pu...
#MedLibs
📢 Excited to share project, which contirbutes:
☑️ Downloader for files
☑️ No-string iterator over articles
github.com/nicolay-r/pu...
#MedLibs
📢 Excited to share that our previosly presented studies on clnical report summarization 📝🩺🧑⚕️ at #CLEF2025 has become published an available at CEUR-WS:
📄 Check out: ceur-ws.org/Vol-4038/pap...
📄 Check out: ceur-ws.org/Vol-4038/pap...
September 28, 2025 at 1:24 PM
📢 Excited to share that our previosly presented studies on clnical report summarization 📝🩺🧑⚕️ at #CLEF2025 has become published an available at CEUR-WS:
📄 Check out: ceur-ws.org/Vol-4038/pap...
📄 Check out: ceur-ws.org/Vol-4038/pap...
📢 Just registered at #Manchester #Health Series and ready connect and dive into talks about healthcare 🩺 and AI.
Personal interest and scope: present developing web-based demo ⚛️ on marking medical images with NLP 🤖
📝 Paper card: nicolayr.com#casa2025
#ManchesterHealthSeries #Healthcare
Personal interest and scope: present developing web-based demo ⚛️ on marking medical images with NLP 🤖
📝 Paper card: nicolayr.com#casa2025
#ManchesterHealthSeries #Healthcare
September 23, 2025 at 9:30 AM
📢 Just registered at #Manchester #Health Series and ready connect and dive into talks about healthcare 🩺 and AI.
Personal interest and scope: present developing web-based demo ⚛️ on marking medical images with NLP 🤖
📝 Paper card: nicolayr.com#casa2025
#ManchesterHealthSeries #Healthcare
Personal interest and scope: present developing web-based demo ⚛️ on marking medical images with NLP 🤖
📝 Paper card: nicolayr.com#casa2025
#ManchesterHealthSeries #Healthcare
📢 This is happenning: already on my way off to the #Health series in the north of the UK / #Manchester.
Looking forward to connections and discussions in the #healthcare and #AI domains and AI for education 👨⚕️
See everyone in Manchester! 🙌
#ManchesterHealthSeries
Looking forward to connections and discussions in the #healthcare and #AI domains and AI for education 👨⚕️
See everyone in Manchester! 🙌
#ManchesterHealthSeries
September 22, 2025 at 8:10 PM
📢 This is happenning: already on my way off to the #Health series in the north of the UK / #Manchester.
Looking forward to connections and discussions in the #healthcare and #AI domains and AI for education 👨⚕️
See everyone in Manchester! 🙌
#ManchesterHealthSeries
Looking forward to connections and discussions in the #healthcare and #AI domains and AI for education 👨⚕️
See everyone in Manchester! 🙌
#ManchesterHealthSeries
📢 Thrilled to demo at the @BioASQ session today! Grateful for the amazing interest and inspiring discussions from all participants.
September 11, 2025 at 10:19 AM
📢 Thrilled to demo at the @BioASQ session today! Grateful for the amazing interest and inspiring discussions from all participants.
✨ Just registered the #clef2025 and ready to dive into talks about NLP and IR advances in various fields including healthcare 👨⚕️
📜We also presenting poster for #BioASQ:
nicolayr.com/#bioasq2025
If you're here, too, I'd love to connect! ✨
#CLEF2025 #bioasq
📜We also presenting poster for #BioASQ:
nicolayr.com/#bioasq2025
If you're here, too, I'd love to connect! ✨
#CLEF2025 #bioasq
September 9, 2025 at 11:13 AM
✨ Just registered the #clef2025 and ready to dive into talks about NLP and IR advances in various fields including healthcare 👨⚕️
📜We also presenting poster for #BioASQ:
nicolayr.com/#bioasq2025
If you're here, too, I'd love to connect! ✨
#CLEF2025 #bioasq
📜We also presenting poster for #BioASQ:
nicolayr.com/#bioasq2025
If you're here, too, I'd love to connect! ✨
#CLEF2025 #bioasq
Here is "Hi 👋" that goes from The Needles / Isle of Wight 🇬🇧 is what makes me put the tracking advances in AI off ... but not for too long 🏞️
September 1, 2025 at 3:06 PM
Here is "Hi 👋" that goes from The Needles / Isle of Wight 🇬🇧 is what makes me put the tracking advances in AI off ... but not for too long 🏞️
📢 Streaming support is inevitable for local / remote LLM / GenAI model running. For those who interested in support streaming with min. dependencies, delighted to share the first part of the tutorial:
🎬 youtu.be/XgByPLLsiCI
#streaming #inference #web #js #javascript #fastapi #proxy #replicate
🎬 youtu.be/XgByPLLsiCI
#streaming #inference #web #js #javascript #fastapi #proxy #replicate
Minimalistic Setup for Handling Streaming Data in Web
YouTube video by Nicolay Rusnachenko
youtu.be
August 19, 2025 at 10:38 AM
📢 Streaming support is inevitable for local / remote LLM / GenAI model running. For those who interested in support streaming with min. dependencies, delighted to share the first part of the tutorial:
🎬 youtu.be/XgByPLLsiCI
#streaming #inference #web #js #javascript #fastapi #proxy #replicate
🎬 youtu.be/XgByPLLsiCI
#streaming #inference #web #js #javascript #fastapi #proxy #replicate
📢 For those who planning to start a PhD or research in the UK 🇬🇧 (including AI field in particular) but facing ATAS issues. Excited to share the ultimate guide for dealing with ATAS refusals and how to write effective rebuttal letters.
🎬 youtu.be/bfknM3n-SHs
🎬 youtu.be/bfknM3n-SHs
The Ultimate Guide to Actions After an ATAS Refusal
YouTube video by Nicolay Rusnachenko
youtu.be
August 17, 2025 at 7:58 PM
📢 For those who planning to start a PhD or research in the UK 🇬🇧 (including AI field in particular) but facing ATAS issues. Excited to share the ultimate guide for dealing with ATAS refusals and how to write effective rebuttal letters.
🎬 youtu.be/bfknM3n-SHs
🎬 youtu.be/bfknM3n-SHs
🚨 Exciting update in healthcare AI! Thrilled to share our latest advances on shortening clinical case reports 📝🩺 . Our studies on - Using Decoder-Based Distillation for Enhancing Multilingual Clinical Case Report Summarization - has been accepted CLEF-2025 / BioASQ workshop
🎤 BioASQ: bioasq.org
🎤 BioASQ: bioasq.org
July 14, 2025 at 4:25 PM
🚨 Exciting update in healthcare AI! Thrilled to share our latest advances on shortening clinical case reports 📝🩺 . Our studies on - Using Decoder-Based Distillation for Enhancing Multilingual Clinical Case Report Summarization - has been accepted CLEF-2025 / BioASQ workshop
🎤 BioASQ: bioasq.org
🎤 BioASQ: bioasq.org
🚀 Excited to share the latest YouTube video in which I review our recently published Teacher-Student framework that being applied in multilingual clinical case report sukmmarization! 🩺📋
🎬 Video: www.youtube.com/watch?v=uOAi...
🤗 Huggingface: huggingface.co/nicolay-r/qw...
🎬 Video: www.youtube.com/watch?v=uOAi...
🤗 Huggingface: huggingface.co/nicolay-r/qw...
How to Summarize Clinical Case Reports with Small LLMs
YouTube video by Nicolay Rusnachenko
www.youtube.com
July 14, 2025 at 4:18 PM
🚀 Excited to share the latest YouTube video in which I review our recently published Teacher-Student framework that being applied in multilingual clinical case report sukmmarization! 🩺📋
🎬 Video: www.youtube.com/watch?v=uOAi...
🤗 Huggingface: huggingface.co/nicolay-r/qw...
🎬 Video: www.youtube.com/watch?v=uOAi...
🤗 Huggingface: huggingface.co/nicolay-r/qw...
Reposted by Nicolay Rusnachenko
ICLR tried it out this year!
“27% of reviewers who received feedback updated their reviews, and over 12,000 feedback suggestions from the agent were incorporated by those reviewers”
arxiv.org/abs/2504.09737
“27% of reviewers who received feedback updated their reviews, and over 12,000 feedback suggestions from the agent were incorporated by those reviewers”
arxiv.org/abs/2504.09737
Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025
Peer review at AI conferences is stressed by rapidly rising submission volumes, leading to deteriorating review quality and increased author dissatisfaction. To address these issues, we developed Revi...
arxiv.org
April 26, 2025 at 10:47 AM
ICLR tried it out this year!
“27% of reviewers who received feedback updated their reviews, and over 12,000 feedback suggestions from the agent were incorporated by those reviewers”
arxiv.org/abs/2504.09737
“27% of reviewers who received feedback updated their reviews, and over 12,000 feedback suggestions from the agent were incorporated by those reviewers”
arxiv.org/abs/2504.09737
Reposted by Nicolay Rusnachenko
New paper w/@jkminder.bsky.social & @neelnanda.bsky.social
What do chat LLMs learn in finetuning?
Anthropic introduced a tool for this: crosscoders, an SAE variant. We find key limitations of crosscoders & fix them with BatchTopK crosscoders
This finds interpretable and causal chat-only features!🧵
What do chat LLMs learn in finetuning?
Anthropic introduced a tool for this: crosscoders, an SAE variant. We find key limitations of crosscoders & fix them with BatchTopK crosscoders
This finds interpretable and causal chat-only features!🧵
April 7, 2025 at 4:21 PM
New paper w/@jkminder.bsky.social & @neelnanda.bsky.social
What do chat LLMs learn in finetuning?
Anthropic introduced a tool for this: crosscoders, an SAE variant. We find key limitations of crosscoders & fix them with BatchTopK crosscoders
This finds interpretable and causal chat-only features!🧵
What do chat LLMs learn in finetuning?
Anthropic introduced a tool for this: crosscoders, an SAE variant. We find key limitations of crosscoders & fix them with BatchTopK crosscoders
This finds interpretable and causal chat-only features!🧵