cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7284/154213
title: Anemometer data collected during research cruise KM2214 using a RMYoung 85106 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154209
title: Barometer data collected during research cruise KM2214 using a Vaisala PTB220 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154205
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise KM2214 using a SeaBird SBE-911+ instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154208
title: Fluorometer data collected during research cruise KM2214 using a WETLabs WETStar instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154206
title: Gravimeter data collected during research cruise KM2214 using a Bell BGM-3 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154207
title: Gyrocompass data collected during research cruise KM2214 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154214
title: INS (Inertial Navigation System) data collected during research cruise KM2214 using a Applanix POS/MV-320 V4 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154203
title: Meteorological Station data collected during research cruise KM2214 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154210
title: Meteorological Station data collected during research cruise KM2214 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Processed data created by vessel technician during a Field_expedition
DOI: 10.7284/154211
title: Multibeam Echosounder data collected during research cruise KM2214 using a Kongsberg EM122 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.10119841
title: HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science

description: We propose an instruction-based process for trustworthy data curation in materials science (MatSci-Instruct), which we then apply to finetune a LLaMa-based language model targeted for materials science (HoneyBee). MatSci-Instruct helps alleviate the scarcity of relevant, high-quality materials science textual data available in the open literature, and HoneyBee is the first billion-parameter language model specialized to materials science. In MatSci-Instruct we improve the trustworthiness of generated data by prompting multiple commercially available large language models for generation with an Instructor module (e.g. Chat-GPT) and verification from an independent Verifier module (e.g. Claude). Using MatSci-Instruct, we construct a dataset of multiple tasks and measure the quality of our dataset along multiple dimensions, including accuracy against known facts, relevance to materials science, as well as completeness and reasonableness of the data. Moreover, we iteratively generate more targeted instructions and instruction-data in a finetuning-evaluation-feedback loop leading to progressively better performance for our finetuned HoneyBee models. Our evaluation on the MatSci-NLP benchmark shows HoneyBee's outperformance of existing language models on materials science tasks and iterative improvement in successive stages of instruction-data refinement. We study the quality of HoneyBee's language modeling through automatic evaluation and analyze case studies to further understand the model's capabilities and limitations. Our code and relevant datasets are publicly available at https://github.com/BangLab-UdeM-Mila/NLP4MatSci-HoneyBee.
DOI: 10.5281/zenodo.10119842
title: HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science

description: We propose an instruction-based process for trustworthy data curation in materials science (MatSci-Instruct), which we then apply to finetune a LLaMa-based language model targeted for materials science (HoneyBee). MatSci-Instruct helps alleviate the scarcity of relevant, high-quality materials science textual data available in the open literature, and HoneyBee is the first billion-parameter language model specialized to materials science. In MatSci-Instruct we improve the trustworthiness of generated data by prompting multiple commercially available large language models for generation with an Instructor module (e.g. Chat-GPT) and verification from an independent Verifier module (e.g. Claude). Using MatSci-Instruct, we construct a dataset of multiple tasks and measure the quality of our dataset along multiple dimensions, including accuracy against known facts, relevance to materials science, as well as completeness and reasonableness of the data. Moreover, we iteratively generate more targeted instructions and instruction-data in a finetuning-evaluation-feedback loop leading to progressively better performance for our finetuned HoneyBee models. Our evaluation on the MatSci-NLP benchmark shows HoneyBee's outperformance of existing language models on materials science tasks and iterative improvement in successive stages of instruction-data refinement. We study the quality of HoneyBee's language modeling through automatic evaluation and analyze case studies to further understand the model's capabilities and limitations. Our code and relevant datasets are publicly available at https://github.com/BangLab-UdeM-Mila/NLP4MatSci-HoneyBee.
DOI: 10.7284/154200
title: SSV (Sound Speed Velocimeter) data collected during research cruise KM2214 using a AML SV&P instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154201
title: TSG (Thermosalinograph) data collected during research cruise KM2214 using a SeaBird SBE-45 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.21942/uva.24541708.v2
title: LLM for SCA dataset

description: The dataset contains ChipWhisperer measurements used for analysis with LLMs
DOI: 10.7284/155253
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise KM2304 using a Hawaii UHDAS instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155261
title: Anemometer data collected during research cruise KM2304 using a RMYoung 85106 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155262
title: Anemometer data collected during research cruise KM2304 using a RMYoung 85106 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155257
title: Barometer data collected during research cruise KM2304 using a Vaisala PTB220 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155256
title: Fluorometer data collected during research cruise KM2304 using a WETLabs WETStar instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155254
title: Gravimeter data collected during research cruise KM2304 using a Bell BGM-3 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155255
title: Gyrocompass data collected during research cruise KM2304 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155263
title: INS (Inertial Navigation System) data collected during research cruise KM2304 using a Applanix POS/MV-320 V4 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155252
title: Meteorological Station data collected during research cruise KM2304 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155258
title: Meteorological Station data collected during research cruise KM2304 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Processed data created by vessel technician during a Field_expedition
DOI: 10.7284/155259
title: Multibeam Echosounder data collected during research cruise KM2304 using a Kongsberg EM122 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155260
title: Multibeam Echosounder data collected during research cruise KM2304 using a Kongsberg EM710 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155249
title: SSV (Sound Speed Velocimeter) data collected during research cruise KM2304 using a AML SV&P instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155250
title: TSG (Thermosalinograph) data collected during research cruise KM2304 using a SeaBird SBE-45 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.10119982
title: Data and R code used in Alonso-Crespo et al (2024) Exploring priority and year effects on plant diversity, productivity and vertical root distribution: first insights from a grassland field experiment

description: This release contains the raw data, R code, and RootPainter model supporting the results described in Alonso-Crespo et al (2024) Exploring priority and year effects on plant diversity, productivity and vertical root distribution: first insights from a grassland field experiment.
DOI: 10.6084/m9.figshare.23732466
title: SRI dataset with codebook

description: Data collected from two surveys (2021 and 2022) of rice farmers in Manombo area of southeastern Madagascar
DOI: 10.7284/155269
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise KM2306 using a Hawaii UHDAS instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155278
title: Anemometer data collected during research cruise KM2306 using a RMYoung 85106 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155279
title: Anemometer data collected during research cruise KM2306 using a RMYoung 85106 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155274
title: Barometer data collected during research cruise KM2306 using a Vaisala PTB220 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155273
title: Fluorometer data collected during research cruise KM2306 using a WETLabs WETStar instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155271
title: Gravimeter data collected during research cruise KM2306 using a Bell BGM-3 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155272
title: Gyrocompass data collected during research cruise KM2306 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155280
title: INS (Inertial Navigation System) data collected during research cruise KM2306 using a Applanix POS/MV-320 V4 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155268
title: Meteorological Station data collected during research cruise KM2306 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155275
title: Meteorological Station data collected during research cruise KM2306 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Processed data created by vessel technician during a Field_expedition
DOI: 10.7284/155276
title: Multibeam Echosounder data collected during research cruise KM2306 using a Kongsberg EM122 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155277
title: Multibeam Echosounder data collected during research cruise KM2306 using a Kongsberg EM710 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155265
title: SSV (Sound Speed Velocimeter) data collected during research cruise KM2306 using a AML SV&P instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155266
title: TSG (Thermosalinograph) data collected during research cruise KM2306 using a SeaBird SBE-45 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155320
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise KM2311 using a Hawaii UHDAS instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155327
title: Anemometer data collected during research cruise KM2311 using a RMYoung 85106 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155328
title: Anemometer data collected during research cruise KM2311 using a RMYoung 85106 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155324
title: Barometer data collected during research cruise KM2311 using a Vaisala PTB220 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155323
title: Fluorometer data collected during research cruise KM2311 using a WETLabs WETStar instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155321
title: Gravimeter data collected during research cruise KM2311 using a Bell BGM-3 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155322
title: Gyrocompass data collected during research cruise KM2311 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155329
title: INS (Inertial Navigation System) data collected during research cruise KM2311 using a Applanix POS/MV-320 V4 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155319
title: Meteorological Station data collected during research cruise KM2311 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155325
title: Meteorological Station data collected during research cruise KM2311 using a Hawaii MET-System instrument system onboard the platform RV Kilo Moana

description: Processed data created by vessel technician during a Field_expedition
DOI: 10.7284/155326
title: pCO2 (Partial Pressure of Carbon Dioxide) data collected during research cruise KM2311 using a GeneralOceanics 8050 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155316
title: SSV (Sound Speed Velocimeter) data collected during research cruise KM2311 using a AML SV&P instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155317
title: TSG (Thermosalinograph) data collected during research cruise KM2311 using a SeaBird SBE-45 instrument system onboard the platform RV Kilo Moana

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6073/pasta/5932ba5db4eb0753077ef32f11bcc21c
title: Indirect upstream effects of dams: consequences of migratory consumer extirpation in Puerto Rico

description: &lt;p&gt;Large dams degrade the integrity of a wide variety of ecosystems, yet direct downstream effects of dams have received the most attention from ecosystem managers and researchers. We investigated indirect upstream effects of dams resulting from decimation of migratory freshwater shrimp and fish populations in Puerto Rico, USA, in both high- and low-gradient streams. In high-gradient streams above large dams, native shrimps and fishes were extremely rare, whereas similar sites without large dams had high abundances of native consumers. Losses of native fauna above dams dramatically altered their basal food resources and assemblages of invertebrate competitors and prey. Compared to pools in high-gradient streams with no large dams, pool epilithon above dams had 9 times more algal biomass, 20 times more fine benthic organic matter (FBOM), 65 times more fine benthic inorganic matter (FBIM), 28 times more carbon (C), 19 times more nitrogen (N), and 4 times more non-decapod invertebrate biomass. High-gradient riffles upstream from large dams had 5 times more FBIM than did undammed riffles but showed no difference in algal abundance, FBOM, or non-decapod invertebrate biomass. For epilithon of low-gradient streams, differences in basal resources between pools above large dams vs. without large dams were considerably smaller in magnitude than those observed for pools in high-gradient sites. These results match previous stream experiments in which the strength of native shrimp and fish effects increased with stream gradient. Our results demonstrate that dams can indirectly affect upstream free-flowing reaches by eliminating strong top-down effects of consumers. Migratory omnivorous shrimps and fishes occur throughout the tropics, and the consequences of their declines upstream from many tropical dams are likely to be similar to those in Puerto Rico. Thus, ecological effects of migratory fauna loss upstream from dams encompass a wider variety of species interactions and biomes than the bottom-up effects (i.e., elimination of salmonid nutrient subsidies) recognized for northern temperate systems.&lt;/p&gt; Support for this work was provided by grants BSR-8811902, DEB-9411973, DEB-9705814 , DEB-0080538, DEB-0218039 , DEB-0620910 , DEB-1239764, DEB-1546686, and DEB-1831952 from the National Science Foundation to the University of Puerto Rico as part of the Luquillo Long-Term Ecological Research Program. Additional support provided by the University of Puerto Rico and the International Institute of Tropical Forestry, USDA Forest Service.
DOI: 10.7284/132051
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise PE18-27 using a Hawaii UHDAS instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132046
title: Barometer data collected during research cruise PE18-27 using a Vaisala PTB101B instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132050
title: GNSS (Global Navigation Satellite System) data collected during research cruise PE18-27 using a Ashtech ADU800 instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132047
title: Hygrometer data collected during research cruise PE18-27 using a Vaisala HMP45 instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132048
title: Transmissometer data collected during research cruise PE18-27 using a WETLabs C-Star instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132049
title: TSG (Thermosalinograph) data collected during research cruise PE18-27 using a SeaBird SBE-21 instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15139/s3/8wuwh8
title: Monmouth University Arizona Poll, Number 227

description: This survey was conducted among Arizona registered voters and addresses the 2020 general election for president and U.S. Senate as well as a measure on the ballot to legalize recreational marijuana and measures on the ballot and impose a 3.5 surcharge on income tax rates for certain filers to pay for hiring and increasing salaries for school personnel.
DOI: 10.7284/132117
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise PE19-04 using a Hawaii UHDAS instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132104
title: Barometer data collected during research cruise PE19-04 using a Vaisala PTB101B instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132108
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise PE19-04 using a SeaBird SBE-911+ instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132116
title: GNSS (Global Navigation Satellite System) data collected during research cruise PE19-04 using a Ashtech ADU800 instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132105
title: Hygrometer data collected during research cruise PE19-04 using a Vaisala HMP45 instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132106
title: Transmissometer data collected during research cruise PE19-04 using a WETLabs C-Star instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/132107
title: TSG (Thermosalinograph) data collected during research cruise PE19-04 using a SeaBird SBE-21 instrument system onboard the platform RV Pelican

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.21942/uva.24541708.v3
title: LLM for SCA dataset

description: The dataset contains ChipWhisperer measurements used for analysis with LLMs