📰 Dev.to · Papers Mache

Watermarking schemes that embed distributional perturbations into LLM outputs are effectively broken...

Newly released test suites expose two blind spots that have long lurked behind headline scores: how...

Extreme KV‑Cache Compression and Long‑Context Efficiency Static quantization is giving way...

Efficiency and Cost Reduction in LLM Agents Recent work tackles the high inference cost of LLM‑driven...

A learned, globally‑calibrated KV‑cache eviction policy can shave memory usage and, paradoxically,...

Agents that adapt their retrieval configurations while running deliver roughly a quarter more...

Distillation + low‑rank tricks cut compute Combining knowledge distillation with low‑rank adapters...

Conventional mixture‑of‑experts designs hand each transformer layer its own private expert set,...

The prevailing view has been that autonomous‑driving world models must choose between two extremes: a...

The entropy of the very first content‑bearing token already separates factual answers from...

Diffusion as a unifying backbone for multimodal generation Latent diffusion now drives both image...

On‑policy distillation has become the go‑to recipe for squeezing a large language model’s...

Diffusion language models have long promised parallel generation, yet their serving speed has lagged...

Dynamic sparse routing now delivers two‑ to three‑fold speedups on long‑context inference while...

The moment you hit “regenerate” and watch a 30‑second spinner eat your momentum, the allure of...

The dominant paradigm for teaching autonomous language‑model agents is to let each instance wander...

Adaptive reasoning formats that let a model decide on the fly which reasoning steps are truly needed...

Targeted tweaks to specific attention heads can slash jailbreak success rates by several‑fold (e.g.,...

Edge assistants have been forced to choose between a responsive first word and a thoughtful complete...

Fine‑tuning a 10 B‑parameter model on a single RTX 4090 feels like watching paint dry—most of the GPU...

Most video‑large language models still operate on pre‑recorded clips, pausing after each inference....

Across dozens of repeated executions, the same autonomous agent can flip from success to failure by a...

Recent work shows that aligning synthetic data with a student’s style can recover reasoning ability...

Semantic and Adaptive Evaluation of LLMs Recent work moves past word‑overlap scores toward...