LiveXiv -- A Multi-Modal Live Benchmark Based on Arxiv Papers Content
Paper • 2410.10783 • Published • 26
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What is the difference between the average value of Fairness for Multi-armed bandit and the worst value of Reliability for Dynamic programming? | C | 0.57 | 0.54 | 0.56 | 0.55 | |
What is the total number of classes for the LncRNA task? | B | 19 | 6 | 9 | 2 | |
How many times can the system run the prompt to check for assays using different nomenclatures of the variant? | D | 2 | 4 | 5 | 3 | |
What is the sum of the probabilities for 'Long Harmonics' across all instruments? | C | 2.76 | 2.79 | 2.77 | 2.78 | |
What is the sum of Recall (%) for Single-step and Two-step for Budget 1? | D | 14.40 | 14.42 | 14.43 | 14.41 | |
For the Roundabout case study, what is the politeness value in the high-fidelity setting? | A | 0 | 0.1 | 0.8 | 0.05 | |
For the task 'amlodipine_mpo', which method has the second highest score? | A | LICO | TNP | GP BO | Graph GA | |
What is the result of subtracting the value in the second row under the OliVe.2 column from the value in the second row under the OliVe.1 column? | B | 1 | 3 | -1 | -3 | |
Which subgroup configuration has the number of parameters of E represented as O ( cc $^{'}$( L + n$_{0}$ + n$_{L}$ ))? | B | P$_{n}$$_{L}$ × P$_{n}$$_{L}$$_{-}$$_{1}$ × . . . P$_{n}$$_{1}$ × P$_{n}$$_{0}$ ([64]) | { id$_{G}$$_{n}$$_{L}$ } × G > 0 n$_{L}$$_{-}$$_{1}$ × . . . × G > 0 n$_{1}$ × { id$_{G}$$_{n}$$_{0}$ } (Ours) | { id$_{G}$$_{n}$$_{L}$ } × G ± 1 n$_{L}$$_{-}$$_{1}$ × . . . × G ± 1 n$_{1}$ × { id$_{G}$$_{n}$$_{0}$ } (Ours) | { id$_{G}$$_{n}$$_{L}$ } × P$_{n}$$_{L}$$_{-}$$_{1}$ × . . . × P$_{n}$$_{1}$ × { id$_{G}$$_{n}$$_{0}$ } ([64]) | |
Which experiment has an r value of 0.34? | B | PSO 4 | PSO 2 | PSO 3 | PSO 1 | |
What is the difference in AAR(%) for 'Short' category between 'ProteinMPNN [8]' and 'PiFold [14]'? | C | -3.69 | -3.59 | -3.49 | -3.39 | |
What is the mean value of the MVC metric for the Backbone w/Mamba model? | D | 0.572 | 0.482 | 0.478 | 0.474 | |
How many articles using the Multi armed bandit model have the Delay metric checked? | B | 2 | 3 | 4 | 5 | |
What is the step size for the dropout rate? | C | 0.2 | 0.05 | 0.1 | 0.01 | |
What is the approximate number of units per category for AOT? | B | ∼ 30 | ∼ 4 | ∼ 60 | ∼ 10 | |
Which method has the lowest RMSE on the CASF-2016 set? | B | SIGN [13] | SPIN (Ours) | CMPNN [29] | GIANT [14] | |
Which index has the lowest value for BP? | C | M2 Index | M1 Index | Forgotten Index | Hyperzagreb Index | |
What is the sum of the Marker # for CD14-FITC and CD117-APC? | A | 9 | 10 | 11 | 8 | |
For L = 3 and h = 64 with a learning rate of 10^-2, what is the p-value? | C | 14:87:0 | 3:98:0 | 1:99:1 | 0:100:1 | |
For N=10, which method has a lower Computation Time [ms]? | D | Cannot be determined from the table | Both have the same Computation Time | LFC-MPC-FCBF | AAC-MPC-FCBF | |
Which method shows the highest value at r=40%? | C | ATC complete (ours) | ATC average (ours) | ATC single (ours) | ToMe | |
What is the average of the values in the last row? | A | 7.5 | 7 | 8 | 7.25 | |
Which VLN Method has the highest Success Rate (SR) for the instruction 'Go to the house on the left (cmd1)'? | B | None of the above | ASMA | CBF-Less | ASMA-Steering | |
What is the product of the dropout rate p$_{test}$ and the samples/models K? | D | 100 | 1 | 0.5 | 10 | |
Which method has the highest prediction accuracy for H3K14ac? | C | VQDNA | DNABERT-2 (BPE) | VQDNA (HRQ) | NT-2500M-1000g (6-mer) | |
Which event log has the lowest number of activities? | B | Sepsis Cases | BPIC 2013 Closed Problems | BPIC 2015 Municipalities | BPIC 2017 | |
What is the average value of ε$_{xx}$ for T2 across both clusters? | A | 0.0105 | 0.010 | 0.011 | 0.0095 | |
What is the kernel size used in the avg-pooling layers? | D | 3 × 3 | 3 × 2 | 2 × 3 | 2 × 2 | |
What is the average of the MUSIC values for all SNR levels? | A | 2.13 | 2.17 | 2.20 | 2.10 | |
Which dataset has a higher Delta Score? | A | PDBBind | CrossDocked | Neither dataset has a Delta Score | Both have the same score | |
What is the average precision in bits for all references? | C | 8.36 bits | 8.12 bits | 8.18 bits | 8.25 bits | |
Which method has the highest Test Accuracy for the COMPAS dataset? | B | Certified | MonoKAN | XGBoost | Expressive | |
What is the mean value of f$_{0}$ (pN) across all experiments? | D | 6.7 | 7.0 | 6.9 | 6.8 | |
What is the difference between the 'Average Distance (pixels)' for 'VBM (Proposed) Regular' and 'Ground Truth (Anya)'? | C | 2.234 | 2.264 | 2.244 | 2.254 | |
Which individual is affiliated with CNIC, CAS and also has an asterisk next to their name? | B | Yuanchun Zhou | Meng Xiao | Weiliang Zhang | Meng Zhen | |
What is the context for the row where BWT[i] is '$'? | A | AGATACAT | AGATA $ GAT | ACAT $ GAT | AT $ GATTA | |
What is the energy efficiency for the configuration with the shortest convergence time? | A | 0.016 %/joule | 0.67 %/joule | 0.87 %/joule | 0.0044 %/joule | |
What is the product of LCP[i] values for i = 2 and i = 4? | C | 3 | 4 | 2 | 1 | |
What is the average of the TargetDiff values for COVID-19 Target across all steps? | B | 14.5 | 14.25 | 13.75 | 14 | |
For the Multi-scale-channel (average pooling) network with a relative scale ratio of r = 1.47, which of the following is an initial scale value? | A | 1 / 4 | 2 √ 2 | 2 | 1 / (2 √ 2) | |
Which molecule has the highest Betweenness Centrality? | A | Apigenin | Kaempferol | Dihydrosamidin | Ajoene | |
What is the difference in the ∆T % ↓ value between the 'Forward' and 'Both' conditions when CLSTM is ✓? | A | 0.07 | 0.08 | 0.05 | 0.06 | |
What is the ratio of the number of samples in the Test Set to the number of samples in the Val Set? | C | 114:590 | 138:590 | 590:114 | 590:138 | |
What is the average of the first values in the L = 1 p-value metric for all learning rates with hidden size h = 64? | B | 0.7 | 0.5 | 0.6 | 0.4 | |
Which method has the highest performance on the BlockPush @p1 task? | A | BET [40] | Diffusion-Policy [19] | SDP(Ours) | SDDPM [17] | |
What is the Hyperzagreb Index of the drug with the highest ABC Index? | A | 36.45 | 22.65 | 20.10 | 21.65 | |
What is the temperature set for the simulation? | D | 1fs | 1ps | 1.0ps - 1 | 300K | |
What is the average Recall (R) score for Comma across all models? | D | 79.75 | 80.0 | 79.5 | 79.625 | |
What is the RMSE for K$_{i}$ using the DeepAffinity method? | B | 0.800 | 0.840 | 0.792 | 0.970 | |
Which parameter has the smallest upper bound in its range? | C | φ α ∗ | γ 2 | a | δ | |
What is the mean speed of bacteria (v$_{0}$)? | C | 24.1 µm/min | 241 µm/s | 24.1 µm/s | 2.41 µm/s | |
What is the difference between the highest and lowest values in the first column? | B | 25 | 75 | 100 | 50 | |
What is the RMSE value for the 'Only Temporal' method with 1-shot setting for the UBFC dataset when the source is PURE and the target is UBFC? | A | 1.87 | 2.00 | 1.22 | 1.41 | |
What is the sum of the validation samples for 'Splice Site Prediction' and 'Transcription Factor Prediction (Mouse)'? | A | 10,019 | 10,020 | 10,017 | 10,018 | |
What is the total number of models that are suitable for both indoor and outdoor use but do not have a code implementation? | D | 1 | 2 | 3 | 0 | |
Which model has the lowest performance on the Yeast Epigenetic Marks Prediction task for the 'H3K4me2' dataset? | A | HyenaDNA | CNN | Caduceus | GENA-LM | |
What is the difference in performance between 'Ours' and 'SimGCD' methods for the 'Old' category under 'N24News' when using 'GT'? | A | -1.8 | +15.9 | +5.6 | +2.8 | |
What is the sum of the sum rates (bps/Hz) for MCQT-SCA under L = 8, p_max = 25 dBm and L = 16, p_max = 25 dBm? | C | 53.1638 | 53.1635 | 53.1636 | 53.1637 | |
What is the percentage of non-toxic molecules for LEOMol$_{GA}$ without constraints? | C | 0.882 | 31 | 18 | 100 | |
What is the sum of the Linear values for VQDNA at code sizes 128 and 1024? | D | 86.7 | 86.5 | 86.8 | 86.6 | |
Which individual has the email address 'REGEVA@GENE.COM'? | D | Romain Lopez | Ehsan Hajiramezanali | Jan-Christian Huetter | Aviv Regev | |
What is the value of ℜ L (˙ s 1 $_{2}$, ˙ s 1 3 $^{∗}$) for 〈 s 0 2 〉? | B | 0.12 2120 - 0 . 10 | 0.10 1667 0.03 | 0.18 2590 0.07 | 0.03 46032 0.48 | |
What is the sum of the Cosine values for COAD using Backbone w/ Unet and Backbone w/ DiT? | D | 1.514 | 1.512 | 1.503 | 1.513 | |
Which method has the same 'Usage Lin.' value as DNABERT? | C | HyenaDNA | DNABERT-2 | NT-2500M-1000g 6-mer (non) | VQDNA (HRQ) | |
What is the receiving noise temperature T R? | C | 10 dB | 64 | 293 K | 250 MHz | |
For the task 'Transcription Factor Prediction (Mouse)', what is the total number of validation datasets? | C | 6,422 | 5,421 | 6,421 | 6,420 | |
What is the product of the 'PPL' values for 'Cambridge. GT: 0.39' when In. is 0.5 and 0.2? | A | 0.1296 | 0.1300 | 0.1288 | 0.1292 | |
What is the value of the phenotype with the lowest RR-FP16 value? | B | 0.2041 | 0.2008 | 0.2517 | 0.2983 | |
What is the scaling unit for the drug metabolization rate of DOX? | D | - | 1 µM | day | 1 / day | |
How many more Other Enzymes targets are there in the DUD-E dataset compared to the LIT-PCBA dataset? | C | 30 | 27 | 29 | 28 | |
What is the average number of samples per subset in the Train Set? | A | 213.8 | 215.8 | 214.8 | 212.8 | |
Which algorithm has an ARMSE value closest to 6? | C | GSP-UKF | GSP-Huber-SRUKF | GSP-SRUKF | GSP-GR-SRUKF | |
What is the Vina Score for the + Circle method? | D | - | LogP | NucleusDiff (ours) | Invalid | |
For L = 1 and hidden size h = 32, what is the p-value when the learning rate is 10^-3? | A | 1: 100 :0 91 :0:10 | 0: 90 :11 3:0: 98 | 2: 99 :0 85 :0:16 | 13: 88 :0 93 :0:8 | |
How many references in the table have a DOI link provided? | B | 11 | 10 | 9 | 12 | |
For the metric MAE, which dataset shows the least improvement when pre-trained? | C | None | HNSC | COAD | STAD | |
What is the sum of the '11.25 · ↑' values for 'Marigold + DDIM fix' and 'SD [41] + E2E FT' on the ScanNet [9] dataset? | A | 123.7 | 122.5 | 125.0 | 124.1 | |
Which dataset has the same number of variates as ETTh1&ETTh2? | C | Exchange | ILI | ETTm1&ETTm2 | None | |
What is the LogP value for NucleusDiff (ours)? | A | 1.790 | 1.024 | Invalid | 0.360 | |
Which layer has the highest value for AU-tBSCA-AUG? | A | Layer 8 | Layer 7 | Layer 6 | Layer 9 | |
What is the AUC value for the Glaucoma Fundus dataset using the All Finetune method? | A | 0.9495 | 0.9354 | 0.9473 | 0.9212 | |
What is the difference between V w ( w ) 12 and V w ( w ) 13? | A | 0 | -0.166 | 0.166 | -0.332 | |
What is the value for the PLasso method when (n, p) is (116, 5,000)? | B | 0.13 | 0.15 | 0.16 | 0.18 | |
What is the EternaV2 (Acc) score for RNA-MSM? | D | 30 | 0 | 3 | 2 | |
What is the average Diversity for JT-VAE across all conditions? | A | 0.869 | 0.868 | 0.871 | 0.870 | |
Which model has the lowest ∆∆ G MAE value? | D | OmniBioTE-small | OmniBioTE-medium | OmniBioTE-large | OmniBioTE-XL | |
What is the dynamic marking for a velocity range of [80,96)? | B | mezzo forte | forte | fortississimo | fortissimo | |
For L = 2 and a learning rate of 10^-3 with h = 32, what is the p-value? | A | 1:100 | 1:99:1 | 1:97:3 | 0:101 | |
Which protein has an amino acid count closest to 250? | D | CD59 | CD9 | ANXA2 | PROCR | |
Which method has the highest FLOPs (G) value? | C | DNABERT | DNABERT-2 | NT-2500M | NT-500M | |
What is the product of the Total Treatment Group (k) and the Significance Value (α)? | A | 0.25 | 0.05 | 0.5 | 0.2 | |
What is the score difference between AI and Science for CascadeNER? | B | 2.1 | 1.7 | 1.6 | 2.3 | |
What is the difference between the Wasserstein Distance for keloid cells at Acc-Rate 100 and immune cells at Acc-Rate 1? | D | 0.007 | 0.006 | 0.004 | 0.005 | |
Where did the conference take place? | A | which_city | who_writes | how_much | how_long | |
What is the sum of the 'ATC average (ours)' values under 'ViT-L (t = 8)' with 'Constant' and 'Linear' schedules? | B | 167.5 | 167.4 | 167.3 | 167.2 | |
Which method has a valid value for QED? | B | + Circle | None | NucleusDiff (ours) | + Parallelogra | |
Which method has the highest FRR@FAR - 2.2 value in the JuDo1000 column? | B | EKYT[24] | EmMixFormer[?] | DARTS-[?] | Fair DARTS[31] | |
What is the value of 'merge$_{2}$' in the 'low × 2' column? | D | low est | lo west | low × 3 | low × 2 | |
What is the product of the 'HEVC' values for TSM on Diving48 and Slowfast on HMDB51? | C | 1071.39 | 1071.36 | 1071.38 | 1071.37 | |
What is the sum of the values for GCN across all datasets? | D | 8.93 | 8.9 | 8.91 | 8.92 |
LiveXiv - an evolving multi-modal dataset based on ArXiv (ICLR 2025)
https://arxiv.org/abs/2410.10783
| Model | V0 VQA | V0 TQA | V1 VQA | V1 TQA | V2 VQA | V2 TQA | V3 VQA | V3 TQA | V4 VQA | V4 TQA |
|---|---|---|---|---|---|---|---|---|---|---|
| Claude-Sonnet | 0.75 | 0.81 | 0.75 | 0.84 | 0.78 | 0.82 | 0.78 | 0.84 | 0.80 | 0.78 |
| Qwen2-VL-7B | 0.67 | 0.58 | 0.67 | 0.60 | 0.68 | 0.58 | 0.69 | 0.67 | 0.71 | 0.53 |
| Pixtral | - | - | - | - | 0.73 | 0.59 | 0.71 | 0.39 | 0.73 | 0.55 |
| InternVL2-8B | 0.62 | 0.62 | 0.62 | 0.62 | 0.64 | 0.60 | 0.65 | 0.69 | 0.67 | 0.57 |
| GPT4o | 0.51 | 0.48 | 0.60 | 0.55 | 0.59 | 0.49 | 0.51 | 0.52 | 0.66 | 0.49 |
| Molmo | - | - | - | - | 0.60 | 0.51 | 0.62 | 0.34 | 0.63 | 0.48 |
| Mantis | 0.58 | 0.30 | 0.32 | 0.29 | 0.60 | 0.29 | 0.61 | 0.31 | 0.63 | 0.28 |
| Idefics3 | 0.54 | 0.49 | 0.54 | 0.51 | 0.56 | 0.48 | 0.55 | 0.56 | 0.58 | 0.43 |
| LLaVA1.6-7B | 0.54 | 0.25 | 0.30 | 0.24 | 0.56 | 0.22 | 0.56 | 0.26 | 0.59 | 0.21 |
| LLaVA1.5-7B | 0.49 | 0.31 | 0.30 | 0.30 | 0.52 | 0.29 | 0.54 | 0.31 | 0.57 | 0.29 |
| LLaVA-OneVision | 0.32 | 0.49 | 0.54 | 0.50 | 0.35 | 0.49 | 0.36 | 0.57 | 0.39 | 0.45 |
| InterLM-XC-2.5 | 0.49 | 0.45 | 0.48 | 0.49 | 0.49 | 0.46 | 0.50 | 0.54 | 0.50 | 0.42 |
| Phi3v | 0.37 | 0.49 | 0.59 | 0.50 | 0.35 | 0.48 | 0.36 | 0.58 | 0.39 | 0.44 |
| Idefics2 | 0.48 | 0.35 | 0.38 | 0.38 | 0.50 | 0.36 | 0.51 | 0.41 | 0.52 | 0.33 |
| LLaVA1.6-34B | 0.33 | 0.53 | 0.50 | 0.52 | 0.33 | 0.52 | 0.36 | 0.60 | 0.37 | 0.48 |
| InterLM-XC-4Khd | 0.40 | 0.41 | 0.38 | 0.42 | 0.39 | 0.39 | 0.40 | 0.47 | 0.41 | 0.36 |
| InternVL2-2B | 0.29 | 0.41 | 0.50 | 0.42 | 0.33 | 0.38 | 0.34 | 0.48 | 0.36 | 0.36 |
| LLaVA1.5-13B | 0.31 | 0.31 | 0.32 | 0.31 | 0.33 | 0.30 | 0.35 | 0.31 | 0.36 | 0.29 |
| InstructBLIP | 0.24 | 0.20 | 0.24 | 0.19 | 0.24 | 0.19 | 0.23 | 0.20 | 0.23 | 0.20 |