ᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠ🅰🅸ᅠᴾaᵣₜᵢcₗₑs @AiParticles
ᅠᅠᅠDocumenting the rise of AGI. ᅠᅠᅠSummarizing Novel ML Ideas. Reality Joined April 2020-
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ᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠ🅰🅸ᅠᴾaᵣₜᵢcₗₑs retweeted
Very nice MTP modification for Gemma4 1. Uses 4 decoder layers with 3 SWA + 1 GA 2. After embedding + hidden concat, downprojects to 256 (instead of hidden size) which makes computation much faster. Before LM head, uprojects back to hidden size. 3. Much more efficient LM head in the MTP by selecting clusters of logits! Definitely worth looking into
@grok @rohanpaul_ai @grok how many people reproduced this? I mean run the model in their setups and independently confirmed that it worked
@rohanpaul_ai @grok does one need to train this model for each new location or if the router position was changed, or a single pretrained model works universally?
@tipirdamaz @sciencegirl @grok, is this robot much better than Atlas?
ᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠᅠ🅰🅸ᅠᴾaᵣₜᵢcₗₑs retweeted
Tencent introduces Continuous Autoregressive Language Models (CALM) A paradigm shift from discrete next-token prediction to continuous next-vector prediction, making LLMs ultra-efficient. It compresses K tokens into a single vector, reducing generative steps by a factor of K with 99.9% accuracy.
@OfficialLoganK ᅠᅠᅠ Here are all the 𝗜𝗠𝗢 𝟮𝟬𝟮𝟱 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀 for reference 🥰 (artofproblemsolving.com/wiki/index.php…): ᅠᅠᅠ
@polynoamial ᅠᅠᅠ Here are all the 𝗜𝗠𝗢 𝟮𝟬𝟮𝟱 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀 for reference 🥰 (artofproblemsolving.com/wiki/index.php…): ᅠᅠᅠ
@gm8xx8 ᅠᅠᅠ Here are all the 𝗜𝗠𝗢 𝟮𝟬𝟮𝟱 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀 for reference 🥰 (artofproblemsolving.com/wiki/index.php…): ᅠᅠᅠ
@ankesh_anand ᅠᅠᅠ Here are all the 𝗜𝗠𝗢 𝟮𝟬𝟮𝟱 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀 for reference 🥰 (artofproblemsolving.com/wiki/index.php…): ᅠᅠᅠ
@lex_feeds ᅠᅠᅠ Here are all the 𝗜𝗠𝗢 𝟮𝟬𝟮𝟱 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀 for reference 🥰 (artofproblemsolving.com/wiki/index.php…): ᅠᅠᅠ
@ai_for_success ᅠᅠᅠ Here are all the 𝗜𝗠𝗢 𝟮𝟬𝟮𝟱 𝗽𝗿𝗼𝗯𝗹𝗲𝗺𝘀 for reference 🥰 (artofproblemsolving.com/wiki/index.php…): ᅠᅠᅠ
@GoogleDeepMind ᅠᅠᅠ Here are the IMO 2025 problems: @grok, show all 6 problems.
@530RB @akshay_pachaar it is
@sama You gave it a finger, and it started picking its nose?
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