Links for 2023-12-30
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations. — With Math-Shepherd, Mistral-7B fine-tuned on MetaMATH achieves accuracy rates of 89.1% and 43.5% on GSM8K and MATH, respectively. https://arxiv.org/abs/2312.08935
Generative AI for Math: MathPile — Presents a diverse and high-quality math-centric corpus comprising about 9.5B tokens https://gair-nlp.github.io/MathPile/
Autonomous chemical research with large language models https://www.nature.com/articles/s41586-023-06792-0
Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning https://arxiv.org/abs/2312.14878
The Truth is in There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction https://arxiv.org/abs/2312.13558
3D Reconstruction in Plato's Cave via Single-View Two-Bounce Lidar https://platonerf.github.io/
Amazing AI depth estimation from a single image https://twitter.com/Enuriru/status/1739289099540816339
VCoder: Versatile Vision Encoders for Multimodal Large Language Models https://praeclarumjj3.github.io/vcoder/
Political links:
New Study Warns of an Imminent Spike of Planetary Warming and Deepens Divides Among Climate Scientists https://insideclimatenews.org/news/02112023/study-warns-of-spike-of-warming-divides-climate-scientists/
“an opinion poll carried out in late November found that 52% of those [Israelis] surveyed favoured an immediate strike against Hezbollah, and only 35% were opposed to opening another front in the north.” https://theguardian.com/world/2023/dec/28/israel-says-time-running-out-to-reach-diplomatic-solution-with-lebanon
“The U.S. is one step closer to solidifying its commitment to the North Atlantic Treaty Organization after Congress last week approved legislation that would prevent any U.S. president from withdrawing from the international military alliance.” https://www.pilotonline.com/2023/12/20/bill-solidifying-u-s-commitment-to-nato-with-norfolk-headquarters-heads-to-bidens-desk/
“U.S. intelligence officials have determined that the Chinese spy balloon that flew across the U.S. this year used an American internet service provider to communicate…The balloon connected to a U.S.-based company, according to the assessment” https://www.nbcnews.com/news/investigations/us-intelligence-officials-determined-chinese-spy-balloon-used-us-inter-rcna131150
The Ukrainian Air Force reported the official number of the largest Russian missile/drone attack on Ukraine since the start of the war. https://twitter.com/NOELreports/status/1740649211513786543
Poland says Russian missile entered then exited its airspace https://amp.dw.com/en/poland-says-russian-missile-entered-then-exited-its-airspace/a-67853906
Russia also attempted to hit a German IRIS-T system today but missed it. https://twitter.com/WarVehicle/status/1740675357173522921
Ukraine has already begun its counter-attack tonight.
https://twitter.com/Tendar/status/1740836658201993435 (see also: https://twitter.com/Osinttechnical/status/1740856348630229237)
“A video of a Russian Kh-101 cruise missile using heat traps on Ukrainian soil emerged. Since the beginning of this year, Russia reportedly equiped these missile with this type of modification.” https://twitter.com/NOELreports/status/1740821288216891812
“The UK is moving rapidly to bolster Ukraine’s air defence, in the wake of Putin’s murderous air strikes.” https://twitter.com/grantshapps/status/1740761246142501273?s=20
Zelenskyy visits Avdiivka https://twitter.com/ZelenskyyUa/status/1740764893454778485