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jonathan-roberts1
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SciFIBench

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ID int64 0 499	Question stringlengths 61 591	Options sequencelengths 5 5	Answer stringclasses 5 values	Category stringclasses 12 values
0	Caption: unweighted sum rates for the systems with extra direct-link transmission , ande [ \|hsr\|2 ] = 5 , e [ \|hsd\|2 ] = 1 , e [ \|hrd\|2 ] = 1 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cross-list
1	Caption: the error performance of the ( 1096 , 10587 ) qc-ldpc code given in example over the awgn channel .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cross-list
2	Caption: the error performance of the ( 16129 , 1437 ) qc-ldpc code given in example over the awgn channel .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cross-list
3	Caption: simulation for the improved method ( nnsizze=100 , sc=50 , sum-squared error of 1x10^ ( -6 ) ) .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	other cs
4	Caption: error after applying the neural network .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
5	Caption: error after applying the 135 sample wiener filter .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	other cs
6	Caption: the total distance measure with different window sizes on evolving graph 2 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cross-list
7	Caption: the total distance per graph measure with different window sizes on evolving graph 2 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cross-list
8	Caption: the total distance measure with different window sizes on evolving graph 3 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cross-list
9	Caption: the total distance measure with different window sizes on evolving graph 4 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cross-list
10	Caption: mcb algorithms – minimum yield vs. slack for small problem instances .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.DC
11	Caption: mcb algorithms – minimum yield vs. slack for large problem instances .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.DC
12	Caption: mcb algorithms – average yield vs. slack for large problem instances .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.DC
13	Caption: expected lookup time progression with synthetic heavy weight workload and temporally varying churn .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.DC
14	Caption: expected lookup time progression with synthetic heavy weight workload and low churn .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.DC
15	Caption: expected lookup time progression with synthetic heavy weight workload and high churn .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cs.DC
16	Caption: expected lookup time progression with synthetic heavy weight workload and locally varying churn .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.DC
17	Caption: ser performance at 8 bpcu for codes for4× 4 systems .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cross-list
18	Caption: a graph showing the relationship betweenǫ and 1 δ if we vary the values ofβ under fixed k .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.CR
19	Caption: end-to-end bit error rate versus snr of the fscr scheme using a df transmission in the ln case fork = 2 and k = 4 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
20	Caption: end-to-end bit error rate versus snr of the dsc schemeusing a df transmission in the ln case whenk = and k = 4 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
21	Caption: end-to-end bit error-rate versus snr of the sr schemeusing a df transmission in the ln case whenk = 2 and k = 4 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
22	Caption: the number of citations , ∑g i=h+1 ci , and its upper bounds , ( g − h ) h , and ( g − h ) g , for authors a through f .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
23	Caption: the number of citations , ∑p i=h+1 ci , and its upper bound , ( p − h ) h , for authors a through f .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	other cs
24	Caption: met prediction using extended met model in comparison with elbow static models .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.RO
25	Caption: probability of detection vs. probability of false alarm for n = 2 , m = 8 , l = 1 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cross-list
26	Caption: pdr in presence of one malicious node .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.CR
27	Caption: pdr in presence of three malicious node .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.CR
28	Caption: success ratio : 2 processors .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
29	Caption: success ratio : 4 processors .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	other cs
30	Caption: snri versus l for feds algorithm .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	other cs
31	Caption: snri versus l for fap algorithm .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	other cs
32	Caption: pk−l+1−t is below l and pk+u−l−t is above l .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
33	Caption: pk−l+1−t is below l and pk+u−l−t is also below l .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
34	Caption: both pk−l+1+t and pk+t are above l .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
35	Caption: pk−l+1+t is below l and pk+t is above l ′ .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
36	Caption: pk−l+1+t is below l and pk+t is below l ′ .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
37	Caption: pk−l+1−t is above l and pk+u−l−t is above l .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	other cs
38	Caption: performance comparison between two surjective functions .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	other cs
39	Caption: waterfall frequency diagram for z direction in p1 position .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.RO
40	Caption: waterfall frequency diagram for z direction in p3 position .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.RO
41	Caption: waterfall frequency diagram for x direction in p2 position .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cs.RO
42	Caption: waterfall frequency diagram for y direction in p2 position .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.RO
43	Caption: ber vs snr for fft size=1024 using ls , lmmse , lr-lmmse algorithms .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
44	Caption: ber vs snr for fft size=2048 using ls , lmmse , lr-lmmse .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	other cs
45	Caption: ber vs snr for a bpsk modulation .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
46	Caption: control signal of 1p for step input and load disturbance with istes based tuning .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.SY
47	Caption: step input and load disturbance response for plant 2p with itae based tuning .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cs.SY
48	Caption: control signal of 2p for step input and load disturbance with itse based tuning .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.SY
49	Caption: control signal of 2p for step input and load disturbance with istes based tuning .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.SY
50	Caption: control signal of 2p for step input and load disturbance with istse based tuning .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.SY
51	Caption: control signal of 1p for step input and load disturbance with itae based tuning .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cs.SY
52	Caption: control signal of 1p for step input and load disturbance with itse based tuning .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.SY
53	Caption: snr vs. the number of modules for classical modular method and our proposed optimized method for s & h interpolation for 2-d signals .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cross-list
54	Caption: mse of various algorithms for baboon image corrupted by rvin .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.CV
55	Caption: comparison of coded and uncoded wavelet based mc-cdma using qpsk modulation scheme over rayleigh fading channel .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
56	Caption: comparison of coded and uncoded wavelet based mc-cdma using 4qam modulation scheme over rayleigh fading channel .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
57	Caption: comparison of coded and uncoded wavelet based mc-cdma using dbpsk modulation scheme over rayleigh fading channel .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
58	Caption: bit error rate ( ber ) vs signal to noise ratio ( snr ) performance of 8-fsk wsn for different number of sensors over rayleigh fading channels with probability of correct detection equal to unity .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
59	Caption: bit error rate ( ber ) vs signal to noise ratio ( snr ) performance of 16-fsk wsn for different number of sensors over rayleigh fading channels with probability of correct detection equal to unity .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cross-list
60	Caption: bit error rate ( ber ) vs signal to noise ratio ( snr ) performance of mfsk for 20 nodes wsn system over rayleigh fading channels for different modulation levels with probability of correct detection equal to unity .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cross-list
61	Caption: decentralized influence spread : effect of λ on the optimal cost and optimal τ .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
62	Caption: decentralized influence spread : effect of ψ on the optimal cost and optimal τ .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cross-list
63	Caption: end-to-end delay vs. number of sensor nodes .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.CR
64	Caption: similarity of the enhanced model with respect to the number of training pairs .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
65	Caption: precision of the enhanced model over the test set with respect to the number of training pairs .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
66	Caption: pattern error rate against the initial number of erroneous nodes and comparison with theoretical upper bounds for n = 800 , k = 400 , α0 = 0.95 and θ0 = 0.029 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
67	Caption: number of bs 's in m-pam by method i for 101 nodes .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cross-list
68	Caption: number of bs 's in m-pam by method ii for 101 nodes .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cross-list
69	Caption: number of bs 's in m-pam by method i for 30 node .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cross-list
70	Caption: comparison between number of bs 's when applying cwn-pam ( method i and ii ) vs. m-pam for cell range = 1.5 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cs.NI
71	Caption: number of bs 's when applying cwn-pam ( method i vs. method ii ) for cell=5 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.NI
72	Caption: ber performance of mc-dcsk for different number of subcarriers and spreading factors .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	other cs
73	Caption: ber comparison of mc-dcsk for m=64 and dcsk where the spreading factor β = 5 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
74	Caption: performance evaluation of gpcb-bch codes , with m=100 , over awgn channel .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
75	Caption: performance evaluation of gpcb-bch-rs codes , with m=100 , over awgn channel .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cross-list
76	Caption: average delays of nrt packets versus service rate of nrt packets .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	cs.NI
77	Caption: average delay of nrt packets according to the arrival rate of nrt packets .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.NI
78	Caption: plot of path cost v/s generation for 500 nodes , 200 iterations .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
79	Caption: evolution of average classes per package in freemind .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	cs.SE
80	Caption: evolution of function per class in freemind .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.SE
81	Caption: evolution of average package quality in freemind .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	A	cs.SE
82	Caption: histogram of texts with different surprise word densities .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.CL
83	Caption: mttd , raw feature [4 -2 ] pair vs. enhanced features .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.LG
84	Caption: dr , raw feature [ 12-12 ] pair vs. enhanced features .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.LG
85	Caption: results of learning methods for feature engineering i .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	other cs
86	Caption: results of learning methods for feature engineering ii .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
87	Caption: arae parameter values for different methods .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cs.LG
88	Caption: oatprate parameter values for different methods .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.LG
89	Caption: the behavior of ϕ∗ as a function of υ for π1 = 0.01 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
90	Caption: performance of the proposed asynchronous differential schemes for τ2 − τ1 = ts/2 , the synchronous differential schemes in [ 17 ] , and the synchronous coherent schemes using zf and ml decoding at a rate of 1 b/ ( s hz ) for 2 users each with 2 transmit antennas and 1 receiver with 2 receive antennas .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
91	Caption: performance of the proposed asynchronous differential schemes for τ2 − τ1 = ts/2 , the synchronous differential schemes in [ 17 ] , and the synchronous coherent schemes using zf and ml decoding at a rate of 2 b/ ( s hz ) for 2 users each with 2 transmit antennas and 1 receiver with 2 receive antennas .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
92	Caption: performance of the proposed asynchronous differential schemes for τ2−τ1 = ts/2 and the synchronous coherent scheme using ml decoding at a rate of 1 b/ ( s hz ) for 2 users each with 4 transmit antennas and 1 receiver with 1 receive antenna .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
93	Caption: insertion loss and return loss of port 3 .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	other cs
94	Caption: relative phase difference between port 3 and output ports .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	E	other cs
95	Caption: 8x8 rl beam to array coupling amplitude .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	C	other cs
96	Caption: comparison of the misdetection probability of various algorithms as a function of system size p with fixed ratio 4// np when there is no signal with [ ] .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cross-list
97	Caption: comparison of the misdetection probability of various algorithms as a function of system size p with fixed ratio 4/1/ np when there is one strong signal with ] 15 [ .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	D	cross-list
98	Caption: lines of code ( min ) of tasks compiling successfully ( all languages ) .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.SE
99	Caption: lines of code ( mean ) of all tasks ( python vs. other languages ) .. Which image best matches the caption?	[ "A) image0", "B) image1", "C) image2", "D) image3", "E) image4" ]	B	cs.SE

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Dataset Card for SciFIBench

Dataset Summary

The SciFIBench (Scientific Figure Interpretation Benchmark) contains 1000 multiple-choice scientific figure interpretation questions covering two tasks. Task 1: Figure -> Caption involves selecting the most appropriate caption given a figure; Task 2: Caption -> Figure involves the opposite -- selecting the most appropriate figure given a caption. This benchmark was curated from the SciCap dataset, using adversarial filtering to obtain hard negatives. Human verification has been performed on each question to ensure high-quality, answerable questions.

Source Data

More information regarding the source data can be found at: https://github.com/tingyaohsu/SciCap

Dataset Curators

This dataset was curated by Jonathan Roberts, Kai Han, Neil Houlsby, and Samuel Albanie

Citation Information

@article{roberts2024scifibench,
      title={SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation}, 
      author={Jonathan Roberts and Kai Han and Neil Houlsby and Samuel Albanie},
      year={2024},
      journal={arXiv preprint arXiv:2405.08807},
}

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Homepage:

github.com

Paper:

SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation

Size of downloaded dataset files:

125 MB

Size of the auto-converted Parquet files:

125 MB

Number of rows:

1,000