aitamilnadu (AI Tamil Nadu)

posted an update 7 months ago

Post

840

Checkout phi-4 from Microsoft, dropped a day ago... If you ❤️ the Phi series, then here is the GGUF - Sri-Vigneshwar-DJ/phi-4-GGUF. phi-4 is a 14B highly efficient open LLM that beats much larger models at math and reasoning - check out evaluations on the Open LLM.

Technical paper - https://arxiv.org/pdf/2412.08905 ; The Data Synthesis approach is interesting

Sri-Vigneshwar-DJ

posted an update 7 months ago

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2107

Just sharing a thought: I started using DeepSeek V3 a lot, and an idea struck me about agents "orchestrating during inference" on a test-time compute model like DeepSeek V3 or the O1 series.

Agents (Instruction + Function Calls + Memory) execute during inference, and based on the output decision, a decision is made to scale the time to reason or perform other tasks.

Sri-Vigneshwar-DJ

posted an update 7 months ago

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2366

Combining smolagents with Anthropic’s best practices simplifies building powerful AI agents:

1. Code-Based Agents: Write actions as Python code, reducing steps by 30%.
2. Prompt Chaining: Break tasks into sequential subtasks with validation gates.
3. Routing: Classify inputs and direct them to specialized handlers.
4. Fallback: Handle tasks even if classification fails.

https://huggingface.co/blog/Sri-Vigneshwar-DJ/building-effective-agents-with-anthropics-best-pra

aaditya

posted an update 8 months ago

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4849

Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (December 15 – December 21, 2024)

Medical LLM & Other Models
- MedMax: Mixed-Modal Biomedical Assistant
- Advanced multimodal instruction tuning
- Enhanced biomedical knowledge integration
- Comprehensive assistant capabilities
- MGH Radiology Llama 70B
- Specialized radiology focus
- State-of-the-art performance
- Enhanced report generation capabilities
- HC-LLM: Historical Radiology Reports
- Context-aware report generation
- Historical data integration
- Improved accuracy in diagnostics

Frameworks & Methods
- ReflecTool: Reflection-Aware Clinical Agents
- Process-Supervised Clinical Notes
- Federated Learning with RAG
- Query Pipeline Optimization

Benchmarks & Evaluations
- Multi-OphthaLingua
- Multilingual ophthalmology benchmark
- Focus on LMICs healthcare
- Bias assessment framework
- ACE-M3 Evaluation Framework
- Multimodal medical model testing
- Comprehensive capability assessment
- Standardized evaluation metrics

LLM Applications
- Patient-Friendly Video Reports
- Medical Video QA Systems
- Gene Ontology Annotation
- Healthcare Recommendations

Special Focus: Medical Ethics & AI
- Clinical Trust Impact Study
- Mental Health AI Challenges
- Hospital Monitoring Ethics
- Radiology AI Integration

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full thread in detail:
https://x.com/OpenlifesciAI/status/1870504774162063760
- Youtube Link: youtu.be/SbFp4fnuxjo
- Spotify: https://t.co/QPmdrXuWP9

1 reply

·

aaditya

posted an update 8 months ago

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3484

Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (December 7 – December 14, 2024)

Medical LLM & Other Models
- PediaBench: Chinese Pediatric LLM
- Comprehensive pediatric dataset
- Advanced benchmarking platform
- Chinese healthcare innovation
- BiMediX: Bilingual Medical LLM
- Multilingual medical expertise
- Diverse medical knowledge integration
- Cross-cultural healthcare insights
- MMedPO: Vision-Language Medical LLM
- Clinical multimodal optimization
- Advanced medical image understanding
- Precision healthcare modeling

Frameworks and Methodologies
- TOP-Training: Medical Q&A Framework
- Hybrid RAG: Secure Medical Data Management
- Zero-Shot ATC Clinical Coding
- Chest X-Ray Diagnosis Architecture
- Medical Imaging AI Democratization

Benchmarks & Evaluations
- KorMedMCQA: Korean Healthcare Licensing Benchmark
- Large Language Model Medical Tasks
- Clinical T5 Model Performance Study
- Radiology Report Quality Assessment
- Genomic Analysis Benchmarking

Medical LLM Applications
- BRAD: Digital Biology Language Model
- TCM-FTP: Herbal Prescription Prediction
- LLaSA: Activity Analysis via Sensors
- Emergency Department Visit Predictions
- Neurodegenerative Disease AI Diagnosis
- Kidney Disease Explainable AI Model

Ethical AI & Privacy
- Privacy-Preserving LLM Mechanisms
- AI-Driven Digital Organism Modeling
- Biomedical Research Automation
- Multimodality in Medical Practice

Full thread in detail: https://x.com/OpenlifesciAI/status/1867999825721242101

4 replies

·

Kameshr

authored a paper 8 months ago

Think Beyond Size: Adaptive Prompting for More Effective Reasoning

Paper • 2410.08130 • Published Oct 10, 2024 • 2

aaditya

posted an update 8 months ago

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2073

Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (December 2 – December 7, 2024)

Medical LLM & Models
- Block MedCare: Blockchain AI & IoT
- LLMs4Life: Biomedical Ontology Learning
- LLaMA II for Multimodal Diagnosis
- Compact LLM for EHR Privacy

Frameworks & Methods
- RARE: Retrieval-Augmented Reasoning
- STORM: Strategies for Rare Events
- TransFair: Fair Disease Classification
- PePR: Performance Per Resource
- Medical LLM Best Practices

LLM Applications
- Medchain: LLMs in Clinical Practice
- Query Nursing Note Summarization
- CLINICSUM: Patient Conversation Summaries
- Text Embeddings for Classifiers

LLM Benchmarks
- Polish Medical Exams Transfer
- Single-Cell Omics Annotation
- LLMs in Precision Medicine
- Low-Resource Healthcare Challenges

Other Models
- LLM Chatbot Hallucinations
- Multi-stage Chest X-ray Diagnosis
- EchoONE: Echocardiography AI
- Radiology Report Grounding

Ethics & Fairness
- Privacy in Medical Imaging
- Demographic Fairness in AI

Datasets
- LLM Scientific Knowledge Extraction
- Biomedical Knowledge Review

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full thread in detail: https://x.com/OpenlifesciAI/status/1865584829057929303
- Youtube Link: https://youtu.be/SwawtIFy-BI
- Spotify: https://open.spotify.com/episode/17Cxk0NLfKhiRWPoykzjem

aaditya

posted an update 9 months ago

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3381

Last Week in Medical AI: Top Research Papers/Models 🔥
(November 2 -November 9, 2024)

🏅 Medical AI Paper of the Week:
Exploring Large Language Models for Specialist-level Oncology Care

Medical LLM & Other Models:
- GSCo: Generalist-Specialist AI Collaboration
- PediatricsGPT: Chinese Pediatric Assistant
- MEG: Knowledge-Enhanced Medical QA
- AutoProteinEngine: Multimodal Protein LLM

Frameworks and Methodologies:
- BrainSegFounder: 3D Neuroimage Analysis
- PASSION: Sub-Saharan Dermatology Dataset
- SAM for Lung X-ray Segmentation
- Label Critic: Data-First Approach
- Medprompt Runtime Strategies

Medical LLM Applications:
- CataractBot: Patient Support System
- CheX-GPT: X-ray Report Enhancement
- CardioAI: Cancer Cardiotoxicity Monitor
- HealthQ: Healthcare Conversation Chain
- PRObot: Diabetic Retinopathy Assistant

Medical LLMs & Benchmarks:
- MediQ: Clinical Reasoning Benchmark
- Touchstone: Segmentation Evaluation
- Medical LLM Adaptation Progress
- Fine-Tuning Medical QA Strategies

AI in Healthcare Ethics:
- Healthcare Robotics with LLMs
- XAI in Clinical Practice
- Precision Rehabilitation Framework
- Multimodal AI Challenges

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full Thread: https://x.com/OpenlifesciAI/status/1855207141302473090
- YouTube: https://youtu.be/ad0uTnYuTo8
- Spotify: https://open.spotify.com/episode/6s39t1UJZk1i10szuXP2qN

aaditya

posted an update 9 months ago

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2835

Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (October 26 - November 2, 2024)

🏅 Medical AI Paper of the Week:
Google Presents MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making

Medical LLM & Other Models:
- Matchmaker: Schema Matching with LLMs
- UltraMedical: Specialized Biomedical Models
- ZALM3: Vision-Language Medical Dialogue
- EchoFM: Echocardiogram Foundation Model

Frameworks and Methodologies:
- FEDKIM: Federated Medical Knowledge Injection
- Flex-MoE: Flexible Modality Combination
- MAISI: Synthetic Medical Imaging
- Cough-E: Edge Privacy Detection
- MassSpecGym: Molecule Identification

Medical LLM Applications:
- DiaMond: Multi-Modal Dementia Diagnosis
- LLM-Forest: Health Data Imputation
- Medical Multimodal Visual Grounding
- Clinical Evidence Synthesis with LLMs

Medical LLMs & Benchmarks:
- Histopathology Models Beyond H&E
- LLMs in Mental Health Counseling
- Medical Dataset Reuse Analysis

AI in Healthcare Ethics:
- LLMs in Medical Education
- Medical Exam Question Generation
- Clinical Knowledge Graph Integration

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full Thread: https://x.com/OpenlifesciAI/status/1852685220912464066
- YouTube: https://youtu.be/3O3xjaMCXHI
- Spotify: https://open.spotify.com/episode/05trbTbtVZcfI7ycA5Z3Tt?si=706b74626f714aa1

aaditya

posted an update 10 months ago

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3280

Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (October 19-26, 2024)

🏅 Medical AI Paper of the Week:
Safety principles for medical summarization using generative AI by Google

Medical LLM & Other Models:
- BioMistral-NLU: Medical Vocab Understanding
- Bilingual Multimodal LLM for Biomedical Tasks
- Metabolic-Enhanced LLMs for Clinical Analysis
- Dermatology Foundation Model

Frameworks and Methodologies:
- Back-in-Time: Medical Deepfake Detection
- Hybrid GenAI for Crystal Design
- VISAGE: Video Synthesis for Surgery
- MoRE: Multi-Modal X-Ray/ECG Pretraining
- SleepCoT: Personalized Health via CoT

Medical LLM Applications:
- ONCOPILOT: CT Model for Tumors
- LMLPA: Linguistic Personality Assessment
- GenAI for Medical Training

Medical LLMs & Benchmarks:
- LLM Evaluation Through Explanations
- Contrastive Decoding for Medical LLM Hallucination

AI in Healthcare Ethics:
- Healthcare XAI Through Storytelling
- Clinical LLM Bias Analysis
- ReflecTool: Reflection-Aware Clinical Agents

Full Thread: https://x.com/OpenlifesciAI/status/1850202986053808441
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- 🎙️ Spotify: https://podcasters.spotify.com/pod/show/medicalai/episodes/Medical-AI-Weekly-Digest-From-Deepfake-Detection-to-Clinical-LLMs-Oct-19-26--Part-1-e2q6012

- YouTube: https://youtu.be/Wt5QOv1vk2U

aaditya

posted an update 10 months ago

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2767

Last Week in Medical AI: Top LLM Research Papers/Models 🔥
🏅 (October 12 - October 19, 2024)

Medical LLM & Other Models:
- OLAPH: Factual Biomedical LLM QA
- LLMD: Interpreting Longitudinal Medical Records
- LifeGPT: Generative Transformer for Cells
- MedCare: Decoupled Clinical LLM Alignment
- Y-Mol: Biomedical LLM for Drug Development

Frameworks and Methodologies:
- MedINST: Biomedical Instructions Meta Dataset
- Democratizing Medical LLMs via Language Experts
- MCQG-SRefine: Iterative Question Generation
- Adaptive Medical Language Agents
- MeNTi: Medical LLM with Nested Tools

Medical LLM Applications:
- AGENTiGraph: LLM Chatbots with Private Data
- MMed-RAG: Multimodal Medical RAG System
- Medical Graph RAG: Safe LLM via Retrieval
- MedAide: Multi-Agent Medical LLM Collaboration
- Synthetic Clinical Trial Generation

Medical LLMs & Benchmarks:
- WorldMedQA-V: Multimodal Medical LLM Dataset
- HEALTH-PARIKSHA: RAG Models Evaluation
- Synthetic Data for Medical Vision-Language

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Youtube: https://youtu.be/LROOjWXUgvg?si=s-nNDOSD3BrsHYjQ
- Spotify : https://open.spotify.com/episode/12xeN2vnOTRdDrHbWqhV6I?si=bd7c8d9fee8049fd

1 reply

·

aaditya

posted an update 10 months ago

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2085

Last Week in Medical AI: Top Research Papers/Models
🏅 (October 5 - October 12, 2024)

🏅 Medical AI Paper of the Week:
MMedAgent: Learning to Use Medical Tools with Multi-modal Agent

YouTube podcast of weekly papers: https://youtu.be/OD3C5jirszw

Medical LLM & Other Models:
- LLM Framework for Rare Disease Phenotyping
- ONCOPILOT: CT Foundation Model for Tumors
- FMBench: Fairness in Medical MLLMs
- GP-GPT: LLM for Gene-Phenotype Mapping
- MedAdapter: Efficient LLM Medical Adaptation
- RespLLM: Multimodal LLM for Respiratory Health
- MDAgents: LLM Collaboration for Medical Decisions
- MedVisionLlama: LLM Medical Image Segmentation

Frameworks and Methodologies:
- ReXplain: AI-Driven Radiology Video Reports
- BioDiscoveryAgent: AI for Genetic Experiments
- ZODIAC: Multi-Agent Cardiological Diagnostics
- OLAPH: Improving Biomedical LLM Factuality
- OmniGenBench: Benchmarking Genomic Models

Medical LLM Applications:
- MMedAgent: Multimodal Medical Tool Use
- AI for Mental Health Support
- LLMs for Mental Disorders Detection
- PharmacyGPT: AI Pharmacist Framework

Medical LLMs & Benchmarks:
- CliMedBench: Chinese Medical LLM Benchmark
- MedSafetyBench: Evaluating Medical LLM Safety

AI in Healthcare Ethics:
- LLM-based Medical Dialogue Preference Alignment
- Trustworthiness in Medical Imaging Models

aaditya

posted an update 11 months ago

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2150

Last Week in Medical AI: Top Research Papers/Models
🏅(September 14 - September 21, 2024)

🏅 Medical AI Paper of the Week
- How to Build the Virtual Cell with Artificial Intelligence: Priorities and Opportunities

Medical LLM & Other Models
- GP-GPT: LLMs for Gene-Phenotype Mapping
- HuatuoGPT-II, 1-stage Training for Medical LLMs
- HuatuoGPT-Vision: Multimodal Medical LLMs
- Apollo: A Lightweight Multilingual Medical LLM
- GMISeg: General Medical Image Segmentation

Frameworks and Methodologies
- CoD: Chain of Diagnosis for Medical Agents
- How to Build the Virtual Cell with AI
- Interpretable Visual Concept Discovery with SAM
- Aligning Human Knowledge for Explainable Med Image
- ReXErr: Synthetic Errors in Radiology Reports
- Veridical Data Science for Medical Foundation Models
- Fine Tuning LLMs for Medicine: The Role of DPO

Clinical Trials:
- LLMs to Generate Clinical Trial Tables and Figures
- LLMs for Clinical Report Correction
- AlpaPICO: LLMs for Clinical Trial PICO Frames

Medical LLM Applications
- Microsoft's Learnings of Large-Scale Bot Deployment in Medical

....
Check the full thread: https://x.com/OpenlifesciAI/status/1837688406014300514

Thank you for your continued support and love for this series! Stay up-to-date with weekly updates on Medical LLMs, datasets, and top research papers by following @aaditya 🤗

aaditya

posted an update 11 months ago

Post

2570

Last Week in Medical AI: Top Research Papers/Models
🏅(September 7 - September 14, 2024)

🏅 Medical AI Paper of the week
Chai-1 Foundation model molecular structure prediction

Medical LLMs & Benchmarks
- BrainWave: A Brain Signal Foundation Model
- DS-ViT: Vision Transformer for Alzheimer’s Diagnosis
- EyeCLIP: Visual–language model for ophthalmic
- Segment Anything Model for Tumor Segmentation
- MEDIC: Evaluating LLMs in Clinical Applications

Medical LLM Applications
- KARGEN: Radiology Report Generation LLMs
- DrugAgent: Explainable Drug Repurposing Agents
- Improving RAG in Medicine with Follow-up Questions

Frameworks and Methodologies
- Infrastructure for Automatic Cell Segmentation
- Data Alignment for Dermatology AI
- Diagnostic Reasoning in Natural Language
- Two-Stage Instruction Fine-tuning Approach for Med

AI in Healthcare Ethics
- Concerns and Choices of Using LLMs for Healthcare
- Understanding Fairness in Recommender Systems
- Towards Fairer Health Recommendations

Check the full thread: https://x.com/OpenlifesciAI/status/1832476252260712788

Thank you for your continued support and love for this series! Stay up-to-date with weekly updates on Medical LLMs, datasets, and top research papers by following @aaditya 🤗

aaditya

posted an update 11 months ago

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3524

Last Week in Medical AI: Top Research Papers/Models
🏅(September 1 - September 7, 2024)

Medical LLM & Other Models :
- CancerLLM: Large Language Model in Cancer Domain
- MedUnA: Vision-Language Models for Medical Image
- Foundation Model for Robotic Endoscopic Surgery
- Med-MoE: MoE for Medical Vision-Language Models
- CanvOI: Foundation Model for Oncology
- UniUSNet: Ultrasound Disease Prediction
- DHIN: Decentralized Health Intelligence Network

Medical Benchmarks and Evaluations:
- TrialBench: Clinical Trial Datasets & Benchmark
- LLMs for Medical Q&A Evaluation
- MedFuzz: Exploring Robustness Medical LLMs
- MedS-Bench: Evaluating LLMs in Clinical Tasks
- DiversityMedQA: Assessing LLM Bias in Diagnosis
- LLM Performance in Gastroenterology

LLM Digital Twins:
- Digital Twins for Rare Gynecological Tumors
- DT-GPT: Digital Twins for Patient Health Forecasting

Medical LLM Applications:
- HIPPO: Explainable AI for Pathology
- LLMs vs Humans in CBT Therapy
- ASD-Chat: LLMs for Autistic Children
- LLMs for Mental Health
- LLMs for Postoperative Risk Prediction

Frameworks and Methodologies:
- Rx Strategist: LLM-based Prescription Verification
- Medical Confidence Elicitation
- Guardrails for Medical LLMs

Check the full thread : https://x.com/OpenlifesciAI/status/1832476252260712788

Thank you for your continued support and love for this series! Stay up-to-date with weekly updates on Medical LLMs, datasets, and top research papers by following @aaditya 🤗

vpkprasanna

posted an update 11 months ago

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586

# Excited to Share: New LLM Tokenization - Convert Text to tokens and vice versa! 🚀

I've just developed a powerful tool for anyone working with Language Models (LLMs) or diving into Natural Language Processing (NLP).

🔍 Introducing the LLM Tokenization - Convert Text to tokens and vice versa!!

Key Features:
- Convert text to tokens and token IDs
- Reverse engineer: convert token IDs back to text
- Support for popular models: LLama3 (Will add more models iteratively)
- User-friendly Gradio interface for easy interaction

Whether you're debugging your NLP pipeline, exploring how different models tokenize text, or just curious about the inner workings of LLMs, this tool is for you!

👩‍💻 Tech Stack:
- Python
- Gradio for the web interface
- Hugging Face Transformers for tokenization

The application is deployed in Hugging Face spaces as Gradio application

🔗 Try it out: https://lnkd.in/g6R5z9k2

#NLP #MachineLearning #AI #PythonDevelopment #OpenSource

aaditya

posted an update 11 months ago

Post

3009

Last Week in Medical AI: Top Research Papers/Models
🏅 (August 25 - August 31, 2024)

- MultiMed: Multimodal Medical Benchmark
- A Foundation model for generating chest X-ray images
- MEDSAGE: Medical Dialogue Summarization
- Knowledge Graphs for Radiology Report Generation
- Exploring Multi-modal LLMs for Chest X-ray
- Improving Clinical Note Generation
...

Check the full thread : https://x.com/OpenlifesciAI/status/1829984701324448051