MM-BRIGHT: A Multi-Task Multimodal Benchmark for Reasoning-Intensive Retrieval
Paper • 2601.09562 • Published
Datasets:
id stringlengths 32 46 | text stringlengths 50 2.75M |
|---|---|
bioinformatics/23324_861d6c78651b2a46_691.txt | This talk presents a mathematical model of tumor growth and its radiotherapy with the use of nanosensitizers, specific to the tumor cells, which are administered intravenously. The results of mathematical modeling suggest that the optimal size of nanoparticles for maximum tumor radiosensitization after a single intrave... |
bioinformatics/15839_a519d9a5c52049ba_64.txt | Agnew-Blais and associates (2021) examined if genetic risk for ADHD is associated with course of the disorder across childhood and into young adulthood. Participants were from the Environmental Risk (E-Risk) Longitudinal Twin Study, a population-based birth cohort of 2,232 twins. ADHD was evaluated at ages of 5, 7, 1... |
bioinformatics/693_ca6450ed0158e107_432.txt | **Methods:** Methods: Antipsychotic-medicated individuals with chronic psychosis (n = 68; mean age (range)=47.03 (21-65); M:F = 39:29) were tested twice, one week apart. Baseline clinical measures were obtained after either placebo (PBO: Test 1) or test drug (PBO, AMPH (5 mg po) or MEM (20 mg po): Test 2). Participants... |
bioinformatics/14901_9ccdf03ea27427d0_8908.txt | with the court judgment requiring the CAB to republish the original language.12. If all this cloak and dagger stuff would seem to suggest that the FBI knew what it was doing hoka speedgoat 5, 8 % pour Victoriaville La direction des Remparts de Qu et du Centre Vid en collaboration avec les Anciens Nordiquesthe paintings... |
bioinformatics/11283_243ba61c98a2643b_88.txt | ***Material and Methods*** : 22 women reported anterior knee pain symptoms clinically allocated in the patellofemoral region and confirmed through the patellar position, analyzed by magnetic resonance imaging (MRI). They randomly assigned into two groups with the same strengthening program. The experimental group used ... |
bioinformatics/9bf8a5b3_0947.txt | There is an urgent need to identify treatments for postacute sequelae of SARS-CoV-2 infection (PASC).To assess the efficacy of a 15-day course of nirmatrelvir-ritonavir in reducing the severity of select PASC symptoms.This was a 15-week blinded, placebo-controlled, randomized clinical trial conducted from November 2022... |
bioinformatics/5274_75dec32d8f8e4e18_25.txt | Additionally, with the dataset-Berlin35, we showed that our pipeline can be used in an industrial production system for real-time monitoring. The results obtained were comparable with the dataset-Berlin250 for the same time frame (Phase 2). Interestingly, for the dataset-Berlin35, BA.1+BA.2 (omicron) predictions are fo... |
bioinformatics/cc39f1d0_1279.txt | S.K.R., J.T., D.Y. and A.K. conceived the study. S.K.R., D.Y., J.T., J.W.O., L.R.B., S.J.G., L.L., A.M.-S., B.R.D., A.B., X.R., G.G.Y. and R.T. analyzed data. A.M.-S. performed GATA1 HCR–FlowFISH coverage titration experiments. T.G.-A. and K.S. performed the Gitr regulatory T cell screen. I.G., D.Y., I.Y, K.A., S.K.R.,... |
bioinformatics/14901_9ccdf03ea27427d0_5319.txt | talk to your doctor. They will help you decide what activities are best for you. Remember: Asthma is not a reason to avoid exercise. "Our proposals for the engineering and design facility will provide state of the art new facilities through the sustainable re use of existing infrastructure. Our plans take the building ... |
bioinformatics/176d51db_7235.txt | The ability to accurately interpret complex visual information is a crucial topic of multimodal large language models (MLLMs). Recent work indicates that enhanced visual perception significantly reduces hallucinations and improves performance on resolution-sensitive tasks, such as optical character recognition and docu... |
bioinformatics/11283_552ef4750137ce44_92.txt | Crohn's disease (CD) is a chronic gastrointestinal disease that is increasing in prevalence worldwide. CD is multifactorial, involving the complex interplay of genetic, immune, and environmental factors, necessitating a system-level understanding of its etiology. To characterize cell-type-specific transcriptional heter... |
bioinformatics/5391_d16f9a12b23986db_139.txt | The remaining issue addressed in the work reported here is concerned with the scaling properties of this model framework and the resulting storage capacity parameterized by the network's modular architecture, synaptic properties and sparseness of neural representations. To investigate this question we first studied sim... |
bioinformatics/23324_861d6c78651b2a46_1265.txt | Methylglyoxal (MG) is a highly reactive α-ketoaldehyde generated in human body as a by-product of a number of metabolic pathways and due to non-enzymatic glucose oxidation in hyperglycemia and diabetes mellitus [1]. Myeloperoxidase (MPO; EC 1.11.2.2) stored in neutrophil azurophilic granules catalyzes generation of rea... |
bioinformatics/9098_45d2ad3e5484bd27_572.txt | The Segment Anything Model (SAM) achieves remarkable promptable segmentation given high-quality prompts which, however, often require good skills to specify. To make SAM robust to casual prompts, this paper presents the first comprehensive analysis on SAM's segmentation stability across a diverse spectrum of prompt qua... |
bioinformatics/170fa978_8911.txt | Conceptualization: PA; Methodology: PA, PZ; Validation: PA, PZ, DK, AM, AT; Formal analysis: PA; Investigation: PA, PZ, DK, AM, AT; Resources: IY; Data Curation: PA; Writing - Original Draft: PA; Writing - Review & Editing: PA; Visualization: PA; Supervision: PA; Project administration: PA; Funding acquisition: IY. |
bioinformatics/eed80818_5730.txt | Just as with the Bio.SeqIO.index() function discussed above in Section 5.4.2.2, the dictionary like object also lets you get at the raw bytes of each record: |
bioinformatics/9017dc0b_8663.txt | Hšllerer, Tobias; Giesbrecht, Barry; In the present study, participants learned the locations of 12 landmarks by following a guided route either in a desktop virtual environment or on an omnidirectional treadmill paired with a virtual reality headset. Spatial learning and wayfinding efficiency were later assessed acros... |
bioinformatics/5391_8f631342375c1193_197.txt | At the present time the most serious rate-limiting factor that prevents large-scale biological and palaeontological studies from being undertaken is a lack of capacity for delivering large numbers of accurate and consistent specimen identifications. Identifications by expert taxonomists based on qualitative inspection ... |
bioinformatics/14901_9ccdf03ea27427d0_6257.txt | then there is still the opportunity for geothermal resource development. .. JA was entitled to a sweeping permanent injunction against Abboud nike air force, would go on to co found the website that would become IndieWire. (Hernandez sold his stake in the site and left the organization long before its 2016 sale to Pens... |
bioinformatics/e4e1da1d_8570.txt | Sequence data are available from the HMP DACC (http://hmpdacc.org) or on Amazon (https://aws.amazon.com/datasets/human-microbiome-project/); WMS reads and accompanying metadata are available at the Sequence Read Archive (SRA; https://www.ncbi.nlm.nih.gov/sra) and the Database of Genotypes and Phenotypes (dbGaP; https:/... |
bioinformatics/14901_9ccdf03ea27427d0_4722.txt | an accurate and reliable measurement rig was designed. The range of motion at the ankle joint complex was measured in one hundred subjects of both sexes (mean age 24.6 nuove adidas, Hong Kong and Macao? (3) How can these variations be explained? (4) What will be the future development of examination policies and practi... |
bioinformatics/9098_0678c516274774e4_330.txt | 3. **Robert** September 18, 2011 at 5:11 pm I still do not see how the relation, in this case the operation of subtraction to compare two dice rolls, implies the existence of a syntax, a "rule of state and transformation" for the dice. I ask again, a universe consisting of dice isn't too hard, please write down what th... |
bioinformatics/9098_f467e2efefddb294_670.txt | Despite their capabilities, Large Language Models (LLMs) remain opaque with limited understanding of their internal representations. Current interpretability methods either focus on input-oriented feature extraction, such as supervised probes and Sparse Autoencoders (SAEs), or on output distribution inspection, such as... |
bioinformatics/14901_9ccdf03ea27427d0_5848.txt | and mass analysis is not found to supersede class analysis converse mexico, and in home IoT devices such as security cameras and thermostats drives the need for more bandwidth that can bring higher throughputs and lower latency. Wi Fi 7 offers a significant technological advancementcouleurs et de textures. Nous alliero... |
bioinformatics/14901_9ccdf03ea27427d0_5039.txt | or shift of our diets towards consuming less animal proteins. balenciaga schuhe, which I claim to be grounded in metaphysical modality and ultimately in essencesde souhaiter la paix la Russie et l'Ukraine or cette dernire ne la mrite aucunement jordan but according to the Museum all of the data will be finalized by m... |
bioinformatics/20755_9771b5ec81a36aff_24.txt | The SetRank algorithm itself is controlled by two parameters. The first one is the *p* -value cutoff applied to discard non-significant gene sets in the first filter step as well as during the elimination of false positives. During our benchmarking analysis, we have set this value to 0.05. Although setting this paramet... |
bioinformatics/22210_776dd407661a0517_597.txt | Adopting effective reading instruction is vital for educators and novice readers. In modern Chinese, approximately 80% of the characters are phonetic-semantic compounds. Orthographic knowledge training is one of the efficient training methods among fluency, working memory, phonological, orthographic, and morphological ... |
bioinformatics/23324_1366e3e8ad8d595e_183.txt | Almazni and associates (2020) stated that inherited bleeding disorders (IBDs) comprise an extremely heterogeneous group of diseases that reflect abnormalities of blood vessels, coagulation proteins, and platelets. Previously the UK-GAPP study has used WES in combination with deep platelet phenotyping to identify patho... |
bioinformatics/14901_9ccdf03ea27427d0_8396.txt | composites and polymers can be effective in improving performance nike air force 1, he has no conflicts of interest to declare. TE's salary is paid by Virginia Commonwealth University and his research is supported by grants from the US National Institutes of Health (R01CA103827 and R01CA120142). In the past he has serv... |
bioinformatics/22210_776dd407661a0517_560.txt | People regularly make inferences about objects in the world that they cannot see by flexibly integrating information from multiple sources: auditory and visual cues, language, and our prior beliefs and knowledge about the scene. How are we able to so flexibly integrate many sources of information to make sense of the w... |
bioinformatics/5391_8f631342375c1193_100.txt | Many natural structures are made of soft tissue that undergoes complicated continuous shape transformations as a result of the distribution of local /active/ deformation of its "elements". Currently, the ability to mimic this shaping mode in man made structures is poor. I will present some results of our study of activ... |
bioinformatics/5391_72407653ea056b9a_266.txt | Current protein generative models are able to design novel backbones with desired shapes or functional motifs. However, despite the importance of a protein's dynamical properties for its function, conditioning on dynamical properties remains elusive. We present a new approach to protein generative modeling by leveragin... |
bioinformatics/23324_cec6932c5b1085b0_41.txt | Clinically, the most striking overall characteristic of mitochondrial genetic disease is the phenotypic heterogeneity associated with mtDNA mutations. This extends to intrafamilial phenotypic heterogeneity for the same mtDNA pathogenic mutation and, conversely, to the overlap of phenotypic disease manifestations with d... |
bioinformatics/22210_776dd407661a0517_298.txt | Efficiency informs perceptions and expectations of people's actions from early in life. We examined whether young children aged three and four consider efficiency when evaluating how well agents completed goals. In three experiments, we showed children scenarios where two characters each walked to target objects, and t... |
bioinformatics/c779376b_6082.txt | The results, as shown in Supplementary Figure S2, indicate that all the K. aerogenes strains exhibited γ-hemolysis, meaning that they do not exhibit hemolytic activity. |
bioinformatics/5391_d16f9a12b23986db_34.txt | We found that the response functions of human brain regions were more similar to one another compared to those of chimpanzees (Fig. 1A), translating to a narrower distribution of neural dynamics ranges (Fig. 1B). The contrasting distribution of dynamic ranges in humans versus chimpanzees extended to other non-human pri... |
bioinformatics/68ffdc9c_44835.txt | To obtain explicit clusters, we â cutâ the tree by removing internal branches such that every subtree represents a distinct cluster. This is most simply done by removing internal branches above a certain height of the tree, as performed by the cutree() function. A more sophisticated variant of this approach is imple... |
bioinformatics/601b435e_2521.txt | cpm.default() and rpkm.default() now accept offset. scaleOffset() now accepts CompressedMatrix offset and accounts for norm.factors. Revise the lowess trend fitting in voomLmFit() to downweight genes with exact zeros and hence fewer df to estimate the variance. Add as.data.frame method for DGEList class. Change default... |
bioinformatics/14901_9ccdf03ea27427d0_5618.txt | this could create a signature as a strong signal for life. Following on from the first point nuove adidas samba, if you do not have the relevant knowledge about how to go about the process of implementing an online advertising campaignwho joined Trump regular lawyers last year. According to county rules air force 1 sve... |
bioinformatics/9098_f467e2efefddb294_706.txt | This paper shows that cache-based optimizations are often ineffective in cloud virtual machines (VMs) due to limited into and control over provisioned caches. In public clouds, CPU caches can be partitioned or d among VMs, but a VM is unaware of cache provisioning details. Moreover, a VM cannot influence cache usage v... |
bioinformatics/22210_19ca6657e4ace03f_78.txt | **Introduction** CDK4/6 inhibitors have significantly changed altered the natural history of HR+/HER2− metastatic breast cancer, leading to substantial improvements in progression-free and overall survival. These drugs are generally well tolerated, with manageable toxicity profiles. However, rare dermatologic adverse e... |
bioinformatics/5391_f784ea5da5fa3259_1175.txt | In the CY 2025 PFS final rule, we codified previously established criteria for the removal of MIPS quality measures from the MIPS quality measure inventory at § 414.1330. In the CY 2017 Quality Payment Program final rule ( 81 FR 77136 through 77137 ), we established the following criteria for measure removal to include... |
bioinformatics/4061_8c451468e6d37e23_172.txt | 3.7.2.1.3 Protease Inhibitors. The HIV protease is a vital enzyme in the HIV life cycle that cleaves the transcribed gag-pol protein into three HIV polypeptides: the RT, integrase and gag polypeptides. Six HIV protease inhibitors have been approved of which saquinavir and ritonavir are two widely used analogues. The us... |
bioinformatics/14901_9ccdf03ea27427d0_3710.txt | then let loose in the wild. Visitors have it good nike dunk high, president and CEO of Imaging at GE HealthCare. Are uniquely positioned to help providers leverage imaging data across healthcare systemsUUAS has successfully helped to take more than 14 ugg boots why so many Canadians especially those aged 18 24 are ... |
bioinformatics/23472_f9d0a1e1c90c2dcf_55.txt | We thank all the patients and their families at St. Jude Children's Research Hospital (SJCRH) for their contribution to the biological specimens used in this study. We also thank the Biorepository, the Flow Cytometry and Cell Sorting Core, the Center for Applied Bioinformatics (CAB), the Center for Advanced Genome Engi... |
bioinformatics/4461_80cea789cbc2fbef_46.txt | Background: Somatic tumor testing (STT) is used to direct targeted therapy and identify candidates for clinical trials. Studies report that 4-12% of STT findings also occur in the germline. Genetic counselors are increasingly encountering patients who have had STT, but the application of STT in genetic counseling pract... |
bioinformatics/5218_2bb3ca1921e2d5fe_10.txt | - `sequences` : This is a list of the sequences aligned to each other. Depending on how the alignment was created, the sequences can have the following types: For pairwise alignments (meaning an alignment of two sequences), the properties `target` and `query` are aliases for `sequences[0]` and `sequences[1]` , respecti... |
bioinformatics/70685cdd_6678.txt | These authors contributed equally: Mathilde Dura, Bobby Ranjan. |
bioinformatics/5391_59c45b8c77a80942_248.txt | "On Balance: Both the best and the worst of our digital future are two sides of the same digital coin, and this coin consists of the question: who will digital technology serve? There are many possible answers. It may be that it serves only the Kochs, Zuckerbergs and Musks of the world, in which case the employment of ... |
bioinformatics/19117_961bc013440c7a9a_12.txt | 241. [Achievement of Sulfate-Reducing Anaerobic Ammonium Oxidation Reactor Started with Nitrate -Reducting Anaerobic Ammonium Oxidation]. PubMed Liu, Zheng-chuan; Yuan, Lin-jiang; Zhou, Guo-biao; Li, Jing 2015-09-01 The transformation of nitrite-reducing anaerobic ammonium oxidation to sulfate-reducing anaerobic ammoni... |
bioinformatics/14690_f21f706356b21da2_160.txt | Study of the nonlinear evolution deep neural network (DNN) parameters undergo during training has uncovered regimes of distinct dynamical behavior. While a detailed understanding of these phenomena has the potential to advance improvements in training efficiency and robustness, the lack of methods for identifying when ... |
bioinformatics/5391_f784ea5da5fa3259_879.txt | For the Prescriber-Pharmacy methodology, once a PDE record is identified as potentially 340B-eligible, the units associated with that PDE record would be removed from the rebate calculation. We understand that the determination of potential 340B-eligibility of a PDE record using the methodology described herein does no... |
bioinformatics/5274_39a7fb118ec6d20a_41.txt | *Smart-seq library preparation (protocol 2) - (* Fig. 4E,F *)* . Young and mature B6N paternal condition Smart-seq library preparation was made only using commercial reagents. Briefly, the samples were organised into a skirted 96-well plate (Fisher Scientific E951020401), incubated for 3 min at 72 °C, immediately place... |
bioinformatics/23324_4ef30cc74993214e_97.txt | **RESULTS** Through the combined detection and analysis of RNA seq and mass spectrometry, we obtained 93 differentially expressed genes (DEGs) with co directional changes at the mRNA and protein levels, including 90 downregulated genes and 3 upregulated genes. Gene Ontology pathway (GO) enrichment analysis revealed sig... |
bioinformatics/e1fd7cf0_7682.txt | The new functions createBasicEmapAsIgraph(), createEnrichMapMultiBasicAsIgraph(), generates enrichment maps in an igraph format. Changes in version 1.7.2 The new functions createBasicEmapAsIgraph(), createEnrichMapMultiBasicAsIgraph(), generates enrichment maps in an igraph format. BUG FIXES AND IMPROVEMENTS All functi... |
bioinformatics/14690_b7c57965d693dc88_35.txt | The 80 samples from the TC region were first merged using the Seurat workflow (Supplementary Fig. 1c ) without batch correction. We then used Harmony 52 to integrate our TC dataset (GM and WM) with other published studies from different brain regions, including entorhinal cortex 10 , 11 , prefrontal cortex 5 , 12 , 13 ... |
bioinformatics/14901_9ccdf03ea27427d0_7925.txt | calcium responses were generated from single or combined calcium agonists. A GPS system on every golf cart gives a color picture of each hole scarpe adidas, Khan supports a permanent closure to cars a position that she s with Franco and Maico Campilongoset against both representations for foreigners and my own experi... |
bioinformatics/14184_f467e2efefddb294_530.txt | Scaling laws for large language models (LLMs) predict model performance based on parameters like size and training data. However, differences in training configurations and data processing across model families lead to significant variations in benchmark performance, making it difficult for a single scaling law to gene... |
bioinformatics/5391_8f631342375c1193_127.txt | Soft solids placed under compressive stress can undergo a surface buckling instability leading to formation of sharply-folded creases on their free surfaces. We study a particular example of this instability that occurs upon swelling of crosslinked polymer networks on rigid substrates; when placed in contact with solv... |
bioinformatics/22210_19ca6657e4ace03f_277.txt | **Background:** Glucagon-like peptide-1 receptor agonists (GLP-1a), commonly used for type 2 diabetes and obesity, have shown potential anti-cancer effects in preclinical models. However, their impact on outcomes in patients with estrogen receptor-positive (ER+) metastatic breast cancer (MBC) remains unclear. This stud... |
bioinformatics/14901_9ccdf03ea27427d0_5954.txt | and the upcoming drama Sullivan Crossing. Among the original series on Bell Media specialty and streaming platforms are CTV Life Channel's culinary series Mary Makes It Easy with Mary Berg; CTV Comedy Channel's Roast Battle Canada schuhe adidas samba, another group of astronomers decided to analyze some new optical and... |
bioinformatics/c6fe239b_8461.txt | Only a minority of patients with rare genetic diseases are currently diagnosed by exome sequencing, suggesting that additional unrecognized pathogenic variants may reside in non-coding sequence. Here, we describe PromoterAI, a deep neural network that accurately identifies non-coding promoter variants which dysregulate... |
bioinformatics/23324_4ef30cc74993214e_353.txt | **METHODS** High-resolution *ex-vivo* DT-CMR data of one healthy miniature swine were acquired by a 3.0 T MRI system using a second-order motion-compensated single-shot spin echo planar imaging sequence at the systolic state. Each data set constituted 32 non-collinear diffusion-weighted acquisitions with b-values of 60... |
bioinformatics/22210_776dd407661a0517_790.txt | What kind of thing is a theory of mind? How can we formalize the various theories of mind we study as cognitive scientists? In this paper, we argue that it is valuable to think of a theory of mind as a kind of programming language: one that is specialized for setting up and reasoning about problems involving other mind... |
bioinformatics/4461_6e6ac280c5595f5d_3.txt | Each CBS monomer has a modular structure: An N-terminal heme-binding domain is directly followed by a highly conserved catalytic domain of 311 amino acids (aa) in length, which contains the binding site for PLP, including lysine 119, which forms a covalent bond with the ligand. A short (31 aa) linker connects the catal... |
bioinformatics/14901_9ccdf03ea27427d0_1584.txt | Vicente acknowledged the challenge."There's this realization that the world has changed altra olympus, Saturday.10. NEW MEXICO (1 0). In Seasonsknowing that the Roadrunner can be recalled after investigating the situation. "They can deploy multiple systems just at the first inkling that there might be a threat" with th... |
bioinformatics/14901_9ccdf03ea27427d0_2759.txt | peut tre contredit par les apparences et l'ge mental rel qui est la seule donne que peuvent et doivent prendre en compte les magistrats en jugeant au cas par cas.. Je vais donc reproduire ici des extraits du courrier reu afin de clarifier au maximum la situation.Une email de Sylvie Henry RantVous trouverez plus loin l'... |
bioinformatics/14901_9ccdf03ea27427d0_2787.txt | it can cause skin to look red and scaly labubu chile, in turn hampering the gut's production of serotonin. The design of the MIPS system is described together with the construction and testing of a prototype deployable IFU. The assembly of the pickoff/fore opticsdaily harvested ingredients are woven into exquisite crea... |
bioinformatics/9098_0f68f7f321a3927f_335.txt | Dynamic analysis, through rehosting, is an important capability for security assessment in embedded systems software. Existing rehosting techniques aim to provide high-fidelity execution by accurately emulating hardware and peripheral interactions. However, these techniques face challenges in adoption due to the increa... |
bioinformatics/23065_b00f74d0f8b152ca_44.txt | in which BF *i* is the BF computed using prior covariance **Σ** **i** and the prior weights *w* *i* are chosen to sum to 1. The specific choices of prior correlation matrix **Ρ** and weights *w* used for our primary analysis are described below and in Supplementary Table 5 . For each choice of correlation matrix **Ρ** ... |
bioinformatics/14901_9ccdf03ea27427d0_9179.txt | remains the possibility that the effect is caused by a local fog adidas france, on what you eating. We store IP addresses for a period of time to help us to identify anyone who refuses to comply with our in house rules or terms of servicedistributed across a large number of computer servers. Because the process is dece... |
bioinformatics/14901_9ccdf03ea27427d0_8247.txt | is well known in the Ukrainian Diaspora and in Ukraine for her contemporary interpretation of traditional folk songs [url=https://www.ugg-boots.com.de/][b]ugg schuhe[/b][/url], the ruling could force Trump to give up New York properties including Trump TowerDeepCool has just about anything you could need to complete yo... |
bioinformatics/14901_9ccdf03ea27427d0_1153.txt | the financial and economic stakes are just as huge and in many ways of even more immediate concern for . And the deepening rift at the federal level between the world's two economic superpowers is already exacting a price.. During the meeting altra running, the asteroid would move into a new trajectory.. Whereas New ... |
bioinformatics/22210_19ca6657e4ace03f_91.txt | Methods: ICanCare enrolled 2502 women with early-stage breast cancer, diagnosed in 2013-15 and reported to Georgia and Los Angeles SEER registries, who responded to surveys in the year of diagnosis (T1). After excluding those deceased, too ill, or otherwise unable to participate, 2361 were sent follow-up surveys in 202... |
bioinformatics/5391_8f631342375c1193_518.txt | I will introduce concepts associated with the balance of pseudomomentum in classical continuum physics. Despite a long history, these are often unfamiliar and underutilized tools, and their study suggests open problems. I will provide a few examples of their relevance to the dynamics and elasticity of thin structures... |
bioinformatics/21841_f2848d334338e19d_24.txt | The authors thank the Sanger Institute for *S. marcescens* genome data access; Dr. J. Raes for details on the adult core metagenome dataset; Dr. V. Mai for sharing 16S rRNA sequence data; Dr. C. Fischer for help with MatLab simulations; and C. Sun, N. Justice and Dr. C. Miller for comments on the manuscript. This work ... |
bioinformatics/f79ce7ea_3885.txt | Background: Maladaptive behaviors leading to relapse in alcohol use disorder (AUD) include exaggerated appetitive drive, inability to regulate negative affect and stress, and inability to stop alcohol consumption. According to Koob and Volkow’s theoretical addiction model, these maladaptive behaviors can be categorized... |
bioinformatics/14901_9ccdf03ea27427d0_7873.txt | after completing work experience with the company as part of The Prince's Trust's 'Movement to Work' programme."I've been impressed by the working environment and the cool technology that BAE Systems makes and that I get to work with. It's really rewarding coming to work every day and knowing that what I do is helping ... |
bioinformatics/23324_1366e3e8ad8d595e_53.txt | Ritz et al (2009) stated that various mutations within the SGCE gene have been associated with M-D, but mutations are detected in only about 30 % of patients. The lack of stringent clinical inclusion criteria and limitations of mutation screens by direct sequencing might explain this observation. Eighty-six M-D index... |
bioinformatics/20755_a162af302434e076_27.txt | Our novel approach for large-scale transcriptomic data analysis accounts for the gene grouping into modules based on the precalculated gene coexpression data. Each gene module represents a set of genes which experience significant coordination in their expression levels and/or are regulated by the same expression facto... |
bioinformatics/14901_9ccdf03ea27427d0_5839.txt | il prsente un aspect et un fonctionnement qui diffrent compltement d'un casque traditionnel port en ville. In March of 2023 balenciaga triple s, the rock reveals clear signs of having been melted and altered by a violent collision. The original rim of the craterall that is left is to squabble over the score.Bet of the ... |
bioinformatics/d2cc4ba6_5433.txt | Each plot shows single cells (dots; colored by trajectory assignment, sampled time point, or developmental stage) embedded in low-dimensional space based on their RNA (A-C) or protein (D) profiles, using different methods for dimensionality reduction and embedding: Gaussian process patent variable model (A); t-stochast... |
bioinformatics/9098_0f68f7f321a3927f_139.txt | In this paper we propose new methods to statistically assess f-Differential Privacy (f-DP), a recent refinement of differential privacy (DP) that remedies certain weaknesses of standard DP (including tightness under algorithmic composition). A challenge when deploying differentially private mechanisms is that DP is har... |
bioinformatics/14901_9ccdf03ea27427d0_1869.txt | your home zip code and the last 4 of your Employee ID Number (90 You will be able to into your account 24/7 and review your most recent FSA activity.. When a fire broke out in the bran room lowa zephyr gtx, elle ne peut natre que du fait d'assumer d'tre l o l'on est. Regardless of the time of year or the weatherRiess a... |
bioinformatics/4461_1366e3e8ad8d595e_113.txt | Guidelines on sudden cardiac death from the European College of Cardiology (Priori et al, 2001) state that identification of specific genetic variants of LQTS are useful in risk stratification. The clinical variants presenting association of the cardiac phenotype with syndactyly or with deafness (Jervell and Lange-Nie... |
bioinformatics/11283_243ba61c98a2643b_210.txt | Can we have another suitable choice instead of cake in different delicious events, or can we at least use cakes that are less harmful? We have some suggestions in this regard: 1) Natural sugar sources obtained from fruit juices may be used instead of crystal sugar in cake formulations [3] . 2) Pawpaw Fruit Puree may be... |
bioinformatics/23324_861d6c78651b2a46_1142.txt | Hibernation of ground squirrels is a unique natural model for studying adaptive mechanisms of organism to conditions of critically low temperatures for survival of humans and other warm-blooded animals. When studying hibernation, most attention is focused on comparing the summer and winter periods corresponding to the ... |
bioinformatics/3725_05e4fcdd37a98eb9_131.txt | The last several hurricane seasons have been active with records being set for the number of tropical storms and hurricanes in the Atlantic basin. These record-breaking seasons underscore the importance of accurate hurricane forecasting. Imperative to increased forecasting skill for hurricanes is the development of th... |
bioinformatics/3725_f2700a5f0870df85_6.txt | Based on homology between the ends of these five contigs and the flanking regions of IS110 TE, we predicted that the missing region was the latter element. We artificially circularized Contig O11\_A (8037 bp) and inserted an IS110 TE (1386 bp) based on the overlapping 5' and 3' ends (Fig. 1 ). Metagenomic read recruitm... |
bioinformatics/c232306e_6516.txt | After obtaining raw FASTQ files, it is important to evaluate the quality of the sequencing reads. A quick and effective way to perform this is by using quality control (QC) tools like FastQC. FastQC generates a detailed report for each FASTQ file, summarizing key metrics such as quality scores, base content, and other ... |
bioinformatics/14901_9ccdf03ea27427d0_4454.txt | and 77.125 GHz. Radiation oncology is a type of treatment that uses precisely targeted radiation to destroy cancer cells while minimizing damage to healthy tissues. Although it can be an effective way to treat cancer converse all star, a cross cultural educational enterprise that will increase public participation by a... |
bioinformatics/14184_f467e2efefddb294_774.txt | We present a framework for evaluating 6-DoF instance-level object pose estimators, focusing on those that require a single RGB (not RGB-D) image as input. Besides gaining intuition about how accurate these estimators are, we are interested in the degree to which they can serve as the sole perception mechanism for robot... |
bioinformatics/5391_59c45b8c77a80942_53.txt | Harmful **Pete Cranston** , a pro bono UK knowledge consultant and former co-director of Euforic Services Ltd. wrote, "I see here the converse of my thoughts on positive trends. One major concern is that splinternets and commercial monopolies will prevent all global populations from participating equally in their own l... |
bioinformatics/14901_9ccdf03ea27427d0_1585.txt | and that was my message to the team after the game. There's nothing more inspiring than a never say die attitude.5. Admit Your FlawsIt's important to not flinch when life throws a spanner in the works solovair boots, leaky van and all. Game Heart accents a steadywhere you can be yourself with your friends and always fe... |
bioinformatics/20755_a162af302434e076_38.txt | 1. Pharmaceutical Artificial Intelligence Department, Insilico Medicine, Inc., Emerging Technology Centers, Johns Hopkins University at Eastern, B301, 1101 33rd Street, Baltimore, 21218, Maryland, USA Ivan V. Ozerov, Ksenia V. Lezhnina, Artem V. Artemov, Sergey Medintsev, Quentin Vanhaelen, Alexander Aliper, Andreyan N... |
bioinformatics/14901_9ccdf03ea27427d0_497.txt | " says Conley. "As helicopters are normally not subject to runways medicube, Whitson said last month. Was the first Saudi woman to fly in spacein the belief that the shortcomings in tactics and organization have been allowed unduly to overshadow the real achievements of the resistance campaigns and those who led them. ... |
bioinformatics/11283_552ef4750137ce44_272.txt | In coronavirus disease 2019 (COVID-19), hypertension and cardiovascular diseases are major risk factors for critical disease progression. However, the underlying causes and the effects of the main anti-hypertensive therapies-angiotensin-converting enzyme inhibitors (ACEIs) and angiotensin receptor blockers (ARBs)-remai... |
bioinformatics/9098_f467e2efefddb294_603.txt | Ensuring packet-level communication quality is vital for ultra-reliable, low-latency communications (URLLC) in large-scale industrial wireless networks. We enhance the Local Deadline Partition (LDP) algorithm by introducing a CNN-based dynamic priority prediction mechanism for improved interference coordination in mult... |
bioinformatics/14901_9ccdf03ea27427d0_190.txt | and hip hop to the film and a lone CD. Once a staple of clubs like Respectable Street billabong bikinis, p nitrophenyl phosphate (pNPP) and 4 methylumbellferyl phosphate (4 MUP)the following proposals will receive further vetting and would have to gain council approval to appear on a ballot.. I'm hopeful that the anim... |
bioinformatics/5391_8f631342375c1193_503.txt | Shear thickening in concentrated suspensions occurs when the imposed stress drives particles together to form a frictional contact network. This implies a balancing resisting force, whose magnitude sets the threshold for the imposed stress to induce contacts. Using an established simulation technique [1] and motivated ... |
End of preview. Expand in Data Studio
MM-BRIGHT text-and-image queries retrieving reasoning-intensive technical passages in the Bioinformatics domain.
| Task category | Any2AnyRetrieval (image+text-to-text) |
| Domains | Academic, Web, Medical, Legal, Religious |
| Reference | {MM-BRIGHT |
Source datasets:
How to evaluate on this task
You can evaluate an embedding model on this dataset using the following code:
import mteb
task = mteb.get_task("MMBrightBioinformaticsIT2TRetrieval")
model = mteb.get_model(YOUR_MODEL)
mteb.evaluate(model, task)
To learn more about how to run models on mteb task check out the GitHub repository.
Citation
If you use this dataset, please cite the dataset as well as mteb, as this dataset likely includes additional processing as a part of the MMTEB Contribution.
@article{abdallah2026mmbright,
archiveprefix = {arXiv},
author = {Abdelrahman Abdallah and Mohamed Darwish Mounis and Mahmoud Abdalla and Mahmoud SalahEldin Kasem and Mostafa Farouk Senussi and Mohamed Mahmoud and Mohammed Ali and Adam Jatowt and Hyun-Soo Kang},
eprint = {2601.09562},
primaryclass = {cs.IR},
title = {{MM-BRIGHT}: A Multi-Task Multimodal Benchmark for Reasoning-Intensive Retrieval},
url = {https://arxiv.org/abs/2601.09562},
year = {2026},
}
@article{enevoldsen2025mmtebmassivemultilingualtext,
title={MMTEB: Massive Multilingual Text Embedding Benchmark},
author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
publisher = {arXiv},
journal={arXiv preprint arXiv:2502.13595},
year={2025},
url={https://arxiv.org/abs/2502.13595},
doi = {10.48550/arXiv.2502.13595},
}
@article{muennighoff2022mteb,
author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils},
title = {MTEB: Massive Text Embedding Benchmark},
publisher = {arXiv},
journal={arXiv preprint arXiv:2210.07316},
year = {2022}
url = {https://arxiv.org/abs/2210.07316},
doi = {10.48550/ARXIV.2210.07316},
}
Dataset Statistics
Dataset Statistics
The following code contains the descriptive statistics from the task. These can also be obtained using:
import mteb
task = mteb.get_task("MMBrightBioinformaticsIT2TRetrieval")
desc_stats = task.metadata.descriptive_stats
{
"test": {
"num_samples": 45591,
"num_queries": 46,
"num_documents": 45545,
"number_of_characters": 94490370,
"documents_text_statistics": {
"total_text_length": 94424282,
"min_text_length": 50,
"average_text_length": 2073.208519047096,
"max_text_length": 2746056,
"unique_texts": 43008
},
"documents_image_statistics": null,
"documents_audio_statistics": null,
"documents_video_statistics": null,
"queries_text_statistics": {
"total_text_length": 66088,
"min_text_length": 583,
"average_text_length": 1436.695652173913,
"max_text_length": 3871,
"unique_texts": 23
},
"queries_image_statistics": {
"min_image_width": 260,
"average_image_width": 1267.2173913043478,
"max_image_width": 3802,
"min_image_height": 81,
"average_image_height": 1296.0869565217392,
"max_image_height": 8681,
"unique_images": 23
},
"queries_audio_statistics": null,
"queries_video_statistics": null,
"relevant_docs_statistics": {
"num_relevant_docs": 66,
"min_relevant_docs_per_query": 1,
"average_relevant_docs_per_query": 1.434782608695652,
"max_relevant_docs_per_query": 2,
"unique_relevant_docs": 33,
"num_missing_query_ids": 0,
"num_missing_corpus_ids": 0
},
"top_ranked_statistics": {
"num_top_ranked": 2086106,
"min_top_ranked_per_query": 44815,
"average_top_ranked_per_query": 45350.13043478261,
"max_top_ranked_per_query": 45545
}
}
}
This dataset card was automatically generated using MTEB
- Downloads last month
- 63