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 🇬🇧
🔑 bulk-chain solves the following problems:
✅ Effective handling CoT schema with big amount of prompts and parameters they are based on (batching policies)
✅ Effective and easy-to-apply for data-iterators (datasets handling)
🧵2/n
#bulkchain
✅ Effective handling CoT schema with big amount of prompts and parameters they are based on (batching policies)
✅ Effective and easy-to-apply for data-iterators (datasets handling)
🧵2/n
#bulkchain
December 29, 2025 at 10:56 PM
🔑 bulk-chain solves the following problems:
✅ Effective handling CoT schema with big amount of prompts and parameters they are based on (batching policies)
✅ Effective and easy-to-apply for data-iterators (datasets handling)
🧵2/n
#bulkchain
✅ Effective handling CoT schema with big amount of prompts and parameters they are based on (batching policies)
✅ Effective and easy-to-apply for data-iterators (datasets handling)
🧵2/n
#bulkchain
📢 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
📢 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
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🌟https://github.com/nicolay-r/bulk-chain
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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
📢 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!
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🙌 If you're around or sharing mutual interest, let's connect!
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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
📢 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 🏞️
✨TLDR #2: Using FastAPI as a proxy, we explain how to take control over transferred data.
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August 19, 2025 at 10:38 AM
✨TLDR #2: Using FastAPI as a proxy, we explain how to take control over transferred data.
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✨ TLDR #1: We review POST-based approaches for fetching data readers and adopting data parsers.
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August 19, 2025 at 10:38 AM
✨ TLDR #1: We review POST-based approaches for fetching data readers and adopting data parsers.
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🚨 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
The complete list of the supplementiary matierials is available at paper card:
nicolayr.com#casa2025
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#CASA2025 #AniNex
nicolayr.com#casa2025
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#CASA2025 #AniNex
June 7, 2025 at 12:26 PM
The complete list of the supplementiary matierials is available at paper card:
nicolayr.com#casa2025
🧵7/n
#CASA2025 #AniNex
nicolayr.com#casa2025
🧵7/n
#CASA2025 #AniNex
📃 The poster paper "Using Large Language Models for Evaluation of Radiological Textual Reports" is available: tinyurl.com/5n8w6xcb
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#CASA2025 #AniNex
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#CASA2025 #AniNex
June 7, 2025 at 12:26 PM
📃 The poster paper "Using Large Language Models for Evaluation of Radiological Textual Reports" is available: tinyurl.com/5n8w6xcb
🧵3/n
#CASA2025 #AniNex
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#CASA2025 #AniNex
These studies proceed the earlier experiements 📈 presented at NLPHealthcareSummit2025 and have now been shaped into demo ⬇️ The demo highlights the capabilities of Generative AI in NLP, adapted specifically for training purposes 🧑⚕️
🧵2/n
#CASA2025 #HealthcareNLP #AniNex
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#CASA2025 #HealthcareNLP #AniNex
June 7, 2025 at 12:26 PM
These studies proceed the earlier experiements 📈 presented at NLPHealthcareSummit2025 and have now been shaped into demo ⬇️ The demo highlights the capabilities of Generative AI in NLP, adapted specifically for training purposes 🧑⚕️
🧵2/n
#CASA2025 #HealthcareNLP #AniNex
🧵2/n
#CASA2025 #HealthcareNLP #AniNex
📢Following the bulk-chain v1.1.0 release, we’re doubling down on seamless integration and real-world deployment. Example for the tk-sheet for spreadsheet-style LLM reasoning:
🔗 github.com/nicolay-r/bu...
🧵 4/n
🔗 github.com/nicolay-r/bu...
🧵 4/n
May 20, 2025 at 6:42 PM
📢Following the bulk-chain v1.1.0 release, we’re doubling down on seamless integration and real-world deployment. Example for the tk-sheet for spreadsheet-style LLM reasoning:
🔗 github.com/nicolay-r/bu...
🧵 4/n
🔗 github.com/nicolay-r/bu...
🧵 4/n
🚀 Introducing bulk-chain 1.0.0 -- the first major release of a no-string API for adapting your LLM for Chain-of-Thought alike reasoning over records with large amount of parameters across large datasets.
⭐ Check it out: github.com/nicolay-r/bu...
🧵1/n
⭐ Check it out: github.com/nicolay-r/bu...
🧵1/n
April 26, 2025 at 12:33 PM
🚀 Introducing bulk-chain 1.0.0 -- the first major release of a no-string API for adapting your LLM for Chain-of-Thought alike reasoning over records with large amount of parameters across large datasets.
⭐ Check it out: github.com/nicolay-r/bu...
🧵1/n
⭐ Check it out: github.com/nicolay-r/bu...
🧵1/n
📢 We show bulk-chain deployment in tksheet in sentiment analysis task. That highly would turn shell-based client into separated github project with switch of further bulk-chain into 1.0.0 release.
github.com/nicolay-r/bu...
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github.com/nicolay-r/bu...
🧵3/n
April 4, 2025 at 1:12 PM
📢 We show bulk-chain deployment in tksheet in sentiment analysis task. That highly would turn shell-based client into separated github project with switch of further bulk-chain into 1.0.0 release.
github.com/nicolay-r/bu...
🧵3/n
github.com/nicolay-r/bu...
🧵3/n
bulk-chain 0.25.3 release brings huge updates on:
✅ Reforged mechanism of models inference that work
☑ Callbacks support for streaming mode
☑️ You can now manually handle streamed and non-stremed data for deploying inference in 3-rd party apps
🧵2/n
✅ Reforged mechanism of models inference that work
☑ Callbacks support for streaming mode
☑️ You can now manually handle streamed and non-stremed data for deploying inference in 3-rd party apps
🧵2/n
April 4, 2025 at 1:12 PM
bulk-chain 0.25.3 release brings huge updates on:
✅ Reforged mechanism of models inference that work
☑ Callbacks support for streaming mode
☑️ You can now manually handle streamed and non-stremed data for deploying inference in 3-rd party apps
🧵2/n
✅ Reforged mechanism of models inference that work
☑ Callbacks support for streaming mode
☑️ You can now manually handle streamed and non-stremed data for deploying inference in 3-rd party apps
🧵2/n