What happens to AI scaling when compute grows faster than the supply of high quality training data?
Classical scaling laws assume labs can keep adding fresh tokens as they increase compute. When fresh data is limited, that additional compute can instead be spent reusing the existing corpus through repeated training or paraphrasing.
To study this researchers introduce Compute-Data scaling laws. The basic idea is to ask how much a repeated or paraphrased token is worth compared with a fresh one.
They tested repetition and paraphrasing on OLMo 3 models from 14M to 600M parameters, using more than 250K H100-hours in total.
Both methods reduced validation loss, which continued to track downstream performance. But the benefit of reused data diminished with each additional batch, especially as model size and fresh data per parameter increased.
The framework helps identify what is limiting a training run. Once reuse reaches diminishing returns, the bottleneck shifts from compute to fresh data and eventually to model capacity.
Additional compute can partly compensate for limited fresh data, but that tradeoff becomes less effective as models and datasets scale.
Whilst taking a little longer than expected, Grove - Token Generator is coming together nicely and will be ready for launch soon.
We appreciate your patience and we have a couple of other development announcements to release once the generator is live.
#GRV#GBURN#Grove
@GroveToken It's a shame it's so one sided as to who communicates though isn't it? same goes for discord! Would be good to have some news regarding grovecoin and why all communication has stopped for so long
@GroveToken @CarloDCGT @CarloDCGT what happened to the focus being on #grovecoin ?? everything you seem to post (retweet) is beneficial for #groveX nothing positive for grovecoin. Do you and the team even care about the coin or was it just a way to make money for groveX?
#GroveCoin …the #GroveGreenArmy is eager to see us make a turnaround. We need a game-changer, and quick! Let’s start elevating our efforts! We have so much to offer and all the opportunities in the world.
Where are we with the token generator, more marketing, and market maker opportunities?
Let’s strategize, but with more urgency! Please!
#GRV #GroveStrong #GroveChain
💰 GroveX Airdrop 💰
We are thrilled to announce a fantastic opportunity to collaborate with the @GroveToken team! Follow the steps below to participate and stand a chance to win from our prize pool of 16,666 $GRV.
Prize Pool: 16,666 GRV
Winners: 200
Airdrop End Date: 5.28.2024
Airdrop Distribution date: 6.1.2024
⚙️ Airdrop tasks:
1️⃣ Task 1: Follow us on Twitter: @GroveXchange
2️⃣ Task 2: Join our official Telegram community: https://t.co/rJPScFbUAm
3️⃣ Task 3: Re-tweet and like our post and Reply to the post with #GroveCoin #GroveX
4️⃣ Task 4: Register for a GroveX account (Use referral code: EAQHAZ)
#GroveX #Airdrop #AirdropAlert #CryptoExchange #CEX
AMA RECAP 23/05
-#Marketing started with our first of many to a targeted audience of 2 billion monthly users at 350 media outlets worldwide.
-Contract signed with another T2 for #listing. The announcement will be soon by the exchange.
-Next Week #GroveLive will feature @ShibWalkToken, whose building on #GRVChain.
- Community #GGA Mod Co-host @James_GRV
-Token Generator, interoperability and other defi utilities for #GRVChain coming soon.
-GRVChain & Grant continue to garnered massive interest, especially in the area of RWA and dAPPS development.
-Expanding Partnerships 😎
-Farming under maintenance #GroveDashboard
#GroveCoin #GRV #GroveBlockchain #GROVEECOSYSTEM
"We are currently working with a second tier 2 plus just finalising onboarding with our defi marketing partner." @CarloDCGT
The work continues...
🌳🦾
Let's keep #trending
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