Multi-Token Prediction: Mastering Algorithmic Reasoning with Enhanced Resource Use

Table of Links Abstract and 1. Introduction 2. Method 3. Experiments on real data 4. Ablations on synthetic data 5. Why does it work? Some speculation 6. Related work 7. Conclusion, Impact statement, Environmental impact, Acknowledgements and References A. Additional results on self-speculative decoding B. Alternative architectures C. Training speeds D. Finetuning E. Additional results … Read more

The Future of Digital Asset Infrastructure in Latin America

An overlooked monetary shift has started in Latin America that might provide actual financial liberty to large numbers of individuals while also challenging long-standing institutions. A 2024 Chainalysis analysis claims that stringent restrictions on capital and inflation levels above 100% are driving the adoption of cryptocurrencies in nations like Argentina and Venezuela. This change leads … Read more

Redefining Induction: Multi-Token vs. Next-Token on High-Quality LLM Data

Table of Links Abstract and 1. Introduction 2. Method 3. Experiments on real data 4. Ablations on synthetic data 5. Why does it work? Some speculation 6. Related work 7. Conclusion, Impact statement, Environmental impact, Acknowledgements and References A. Additional results on self-speculative decoding B. Alternative architectures C. Training speeds D. Finetuning E. Additional results … Read more

BONK Tests Support Levels After High-Volume Drop

BONK has endured heavy selling pressure during the last 24 hours, with the Solana-based meme token falling 4% from $0.000035 to $0.000033. A volatile trading range of $0.000014 defined the session as investors digested elevated valuations and market-wide positioning shifts. The asset reached an early peak of $0.0000377 at 02:00 UTC, but efforts to extend … Read more

The Rate Renaissance: How Benchmark Rates Unlock DeFi’s Potential

Benchmark rates have long been a cornerstone of traditional finance (TradFi), underpinning trillions in financial instruments. Benchmarks like LIBOR and SOFR play a crucial role in determining lending and borrowing costs. However, these benchmarks have faced criticism for their centralization and vulnerability to manipulation. Notably, in June 2012, Barclays admitted to manipulating LIBOR, resulting in … Read more

Strategic LLM Training: Multi-Token Prediction’s Data Efficiency in Mathematical Reasoning

Table of Links Abstract and 1. Introduction 2. Method 3. Experiments on real data 4. Ablations on synthetic data 5. Why does it work? Some speculation 6. Related work 7. Conclusion, Impact statement, Environmental impact, Acknowledgements and References A. Additional results on self-speculative decoding B. Alternative architectures C. Training speeds D. Finetuning E. Additional results … Read more

Igniting Generative Power: Multi-Token LLMs for Advanced Text Summarization

Table of Links Abstract and 1. Introduction 2. Method 3. Experiments on real data 4. Ablations on synthetic data 5. Why does it work? Some speculation 6. Related work 7. Conclusion, Impact statement, Environmental impact, Acknowledgements and References A. Additional results on self-speculative decoding B. Alternative architectures C. Training speeds D. Finetuning E. Additional results … Read more

Square Begins Rollout of Bitcoin Payments for Sellers, Targets Full Availability by 2026

Jack Dorsey’s Square (XYZ) has begun the rollout of bitcoin payments for merchants on its network. Square began onboarding the first sellers, enabling them to accept Lightning Network-powered BTC payments from customers, Owen Jennings, executive officer at Square’s parent company Block (XYZ), posted on X on Tuesday. Payments are settled in real-near time using Bitcoin … Read more

Shiba Inu Tanks 7% With Broader Market, But Outperforms DOGE

Shiba Inu (SHIB) has suffered significant losses in the past 24 hours, consistent with the broader market’s decline. The joke token, however, narrowly outperformed its top rival dogecoin. Key price movements SHIB experienced a precipitous decline from $0.000015189 to $0.000014130, constituting a pronounced 7% depreciation. The pivotal sell-off was characterized by trading volumes reaching extraordinary … Read more

Altcoin Season Takes Breather With SOL, XRP, TON Among Those Posting Heavy Losses

Several of the largest altcoins suffered corrective moves to the downside on Wednesday, suggesting a pause or even end to altcoin season before it ever really got started. The sharp declines pushed bitcoin dominance back above 60% as the world’s oldest crypto remained relatively stable. Also notable were more than $200 million worth of long … Read more