✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

The LLM landscape is booming and choosing the right LLM is now a business decision, not just a tech choice. One-size-fits-all? Forget it. Nearly all enterprises today rely on different models for different use cases and/or industry-specific fine-tuned models. There’s no universal “best” model — only the best fit for a given task.

The latest LLM landscape (see below) shows how models stack up in capability (MMLU score), parameter size and accessibility — and the differences REALLY matter.

𝗟𝗲𝘁'𝘀 𝗯𝗿𝗲𝗮𝗸 𝗶𝘁 𝗱𝗼𝘄𝗻: ⬇️

1️⃣ 𝗚𝗲𝗻𝗲𝗿𝗮𝗹𝗶𝘀𝘁 𝘃𝘀. 𝗦𝗽𝗲𝗰𝗶𝗮𝗹𝗶𝘀𝘁:
- Need a broad, powerful AI? GPT-4, Claude Opus, Gemini 1.5 Pro — great for general reasoning and diverse applications.
- Need domain expertise? E.g. IBM Granite or Mistral models (Lightweight & Fast) can be an excellent choice — tailored for specific industries.

2️⃣ 𝗕𝗶𝗴 𝘃𝘀. 𝗦𝗹𝗶𝗺:
- Powerful, large models (GPT-4, Claude Opus, Gemini 1.5 Pro) = great reasoning, but expensive and slow.
- Slim, efficient models (Mistral 7B, LLaMA 3, RWWK models) = faster, cheaper, easier to fine-tune. Perfect for on-device, edge AI, or latency-sensitive applications.

3️⃣ 𝗢𝗽𝗲𝗻 𝘃𝘀. 𝗖𝗹𝗼𝘀𝗲𝗱
- Need full control? Open-source models (LLaMA 3, Mistral, Llama) give you transparency and customization.
- Want cutting-edge performance? Closed models (GPT-4, Gemini, Claude) still lead in general intelligence.

𝗧𝗵𝗲 𝗞𝗲𝘆 𝗧𝗮𝗸𝗲𝗮𝘄𝗮𝘆?
There is no "best" model — only the best one for your use case, but it's key to understand the differences to make an informed decision:
- Running AI in production? Go slim, go fast.
- Need state-of-the-art reasoning? Go big, go deep.
- Building industry-specific AI? Go specialized and save some money with SLMs.


✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

📍How to get feedback on your paper before submission?

🔗https://www.thesify.ai/?utm_source=faheem



✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

10 Free courses to upskill in research 👇


✺ Using proper manuscript language: https://lnkd.in/eJ9GvtGt

✺ How to manage and publish your research data: https://lnkd.in/es56yKRP

✺ Introduction to Journal Impact Factor & H-index: https://lnkd.in/epB_iywc

✺ Authorship https://lnkd.in/eQVW2UUe

✺ Publishing open access: https://lnkd.in/e3jXSBgN

✺ How to review a manuscript: https://lnkd.in/eDsrEmeJ

✺ Identifying fake acceptance letters: https://lnkd.in/eA2j79BT

✺ Conference skills for researchers: https://lnkd.in/eZ3CmFzZ

✺ How your research can make an impact on society: https://lnkd.in/eDijEM2W

✺ How to design effective figures for review articles: https://lnkd.in/ekkGNMQT


✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

📍Here are some professional and reliable websites offering free English placement tests:

🔗 Cambridge English Test
Provides a quick assessment of grammar, vocabulary, and reading skills.
Suitable for learners at different levels.
https://www.cambridgeenglish.org/test-your-english/

🔗 Oxford English Test
Assesses grammar, vocabulary, and comprehension.
Offers estimated CEFR level (A1–C2).
https://elt.oup.com/feature/global/oxford-test-of-english/?cc=eg&selLanguage=en


🔗 EF SET
A 15-minute quick test or a full 50-minute test.
Provides a CEFR-based score.
https://www.efset.org/

🔗 ESL Test
Covers grammar and vocabulary.
Instant results with level estimation.
https://www.esl-languages.com/en/online-language-tests/english-test

🔗 Other websites
https://www.examenglish.com/
https://test-english.com/



✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

زمستان بلند است، بهارش گذار
زمان را بچینیم، نه با انتظار
زمین فرسوده را نو کنیم به دست
جهان را نبینیم به رنگ غبار
🔗 https://youtu.be/IU7bqBttgpI



✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

🌍 Amnesty International Hiring: Research Assistant – €39,600 Salary! 🌍

🔗https://researchjobshub.com/e39600-salary-amnesty-international-seeks-research-campaigns-assistant/

🔎 Position: Research Assistant
💰 Salary: €39,600 per year
📍 Location: Multiple Locations & Remote Options
📅 Application Deadline: 2 April 2025

About the Role
Amnesty International is looking for a Research Assistant to support its work in human rights, policy analysis, and advocacy. This role involves assisting research teams, gathering data, and producing reports on pressing global issues.


✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

💻𝐋𝐨𝐨𝐤𝐢𝐧𝐠 𝐟𝐨𝐫 𝐎𝐧𝐥𝐢𝐧𝐞 𝐓𝐞𝐚𝐜𝐡𝐢𝐧𝐠 𝐎𝐩𝐩𝐨𝐫𝐭𝐮𝐧𝐢𝐭𝐢𝐞𝐬? 

If you're an educator looking to teach English (or other subjects) online, here are some great platforms to explore:

𝐅𝐫𝐞𝐞𝐥𝐚𝐧𝐜𝐞 𝐓𝐞𝐚𝐜𝐡𝐢𝐧𝐠 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬 (Set your own rates)
✅ Preply – https://www.preply.com/
✅ iTalki – https://www.italki.com/
✅ Verbling – https://www.verbling.com/
✅ AmazingTalker – https://lnkd.in/eTPNifSC

𝐅𝐢𝐱𝐞𝐝 𝐂𝐮𝐫𝐫𝐢𝐜𝐮𝐥𝐮𝐦 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬 (Pre-designed lessons, flexible schedules)

✅ Lingoda – https://www.lingoda.com/
✅ VIPKid – https://www.vipkid.com/
✅ Cambly – https://www.cambly.com/
✅ SkimaTalk – https://www.skimatalk.com/
✅ Engoo – https://engoo.com/

𝐇𝐢𝐠𝐡𝐞𝐫-𝐏𝐚𝐲𝐢𝐧𝐠 𝐨𝐫 𝐒𝐩𝐞𝐜𝐢𝐚𝐥𝐢𝐳𝐞𝐝 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦𝐬

✅ Outschool – https://outschool.com/ – Teach creative classes to kids
✅ Ringle – https://lnkd.in/e6GNtiBG – Business English for professionals
✅ Profy – https://profy.com/ – Personalized 1-on-1 tutoring


✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

⚜️ICETOL - International Conference on Educational Technology and Online Learning⚜️

📅 26–29 August 2025
📍Cunda, Ayvalık, Türkiye


📑 Academic Publication Opportunities

All papers presented at the conference will be included in the abstract proceedings book. Participants who turn their studies into full articles will have the opportunity to publish in the following journals:

Journal of Educational Technology and Online Learning – JETOL
(ERIC Index)
Asian Journal of Distance Education — AsianJDE
(ERIC Index)
Journal of Innovations in Learning and Technology — JILT
Instructional Technology and Lifelong Learning — ITALL
(H. W. Wilson)
International Journal of Computers in Education — IJCE
Journal of Online Learning Studies — Jour-OLS


Note: For all academic collaborations, please contact at [email protected]

🔗 For more details and applications:

🌐 https://www.icetol.com | https://x.com/ICETOL1



✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel

📍Early-Career Awards

🔗https://wellcome.org/grant-funding/schemes/early-career-awards


✅ Follow us on YouTube and Telegram:

1️⃣ https://www.youtube.com/@Reza.Pishghadam

2️⃣ @PishghadamToosChannel