pid string | question string | image string | decoded_image image | choices sequence | unit string | precision float64 | answer string | question_type string | answer_type string | metadata dict | query string | subquestions string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
86 | Which model has the highest Acc score when Pretrain Loss is equal to 1.80? | images/86.jpg | [
"ICL",
"SFT",
"SFT 1/8",
"RFT k=100",
"RFT k=25",
"RET k=6",
"RFT U13B"
] | null | null | RFT U13B | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "line plot",
"grade": "college",
"img_height": 1046,
"img_width": 1734,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which model has the highest Acc score when Pretrain Loss is equal to 1.80?
Choices:
(A) ICL
(B) SFT
(C) SFT 1/8
(D) RFT k=100
(E) RFT k=25
(F) RET k=6
(G) RFT U13B | ```json
[
{
"question": "What Pretrain Loss is marked by the star?",
"answer": "1.80"
},
{
"question": "What model is represented by the cyan line?",
"answer": "RFT U13B"
},
{
"question": "At 1.80 Pretrain Loss, what's RFT U13B Acc?",
"answer": "50"
},
{
"question": "What model... | |
188 | How many methods in the table achieve an A-847 score higher than 20.0? | images/188.jpg | null | null | null | 3 | free_form | integer | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 634,
"img_width": 2226,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question requiring an integer answer and provide the final value, e.g., 1, 2, 3, at the end.
Question: How many methods in the table achieve an A-847 score higher than 20.0? | ```json
[
{
"question": "What is the column labeled 'A-847'?",
"answer": "grounding mIoU"
},
{
"question": "What A-847 score does 'ALIGN [38, 28]' achieve?",
"answer": "17.8"
},
{
"question": "What A-847 score does 'LSeg+ [46, 28]' achieve?",
"answer": "10.5"
},
{
"question": "... | |
197 | How many sequences have negative Influence Scores? | images/197.jpg | null | null | null | 2 | free_form | integer | {
"category": "math-targeted-vqa",
"context": "bar chart",
"grade": "college",
"img_height": 772,
"img_width": 1766,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question requiring an integer answer and provide the final value, e.g., 1, 2, 3, at the end.
Question: How many sequences have negative Influence Scores? | ```json
[
{
"question": "What is on the x-axis?",
"answer": "Sequences"
},
{
"question": "What is on the y-axis?",
"answer": "Influence Scores"
},
{
"question": "What does the orange bar represent?",
"answer": "Mandarin Followed"
},
{
"question": "How many Mandarin followed by ... | |
231 | Which model has the overall best ImageNet 10shot Accuracy score across different training steps? | images/231.jpg | [
"Identity",
"Uniform",
"Uniform / Soft",
"Soft / Uniform",
"Soft",
"Dense"
] | null | null | Soft | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "line plot",
"grade": "college",
"img_height": 988,
"img_width": 2002,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which model has the overall best ImageNet 10shot Accuracy score across different training steps?
Choices:
(A) Identity
(B) Uniform
(C) Uniform / Soft
(D) Soft / Uniform
(E) Soft
(F) Dense | ```json
[
{
"question": "What metric does the right-side graph represent?",
"answer": "10shot Accuracy"
},
{
"question": "What is the highest ImageNet 10shot Accuracy achieved?",
"answer": "About 0.74"
},
{
"question": "What color represents the 'Soft' model?",
"answer": "Purple"
},
... | |
241 | How many models in the table have a model size larger than 10B? | images/241.jpg | null | null | null | 11 | free_form | integer | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 1184,
"img_width": 1570,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question requiring an integer answer and provide the final value, e.g., 1, 2, 3, at the end.
Question: How many models in the table have a model size larger than 10B? | ```json
[
{
"question": "What is the model size of 'wizardlm-30b'?",
"answer": "30B"
},
{
"question": "What is the model size of 'wizardcoder-15b'?",
"answer": "15B"
},
{
"question": "What is the model size of 'wizardlm-13b'?",
"answer": "13B"
},
{
"question": "What is the mode... | |
278 | Among the following objects, which one has the best PSNR score? | images/278.jpg | [
"Lego",
"Mats",
"Mic",
"Ship"
] | null | null | Mic | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 940,
"img_width": 1478,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Among the following objects, which one has the best PSNR score?
Choices:
(A) Lego
(B) Mats
(C) Mic
(D) Ship | ```json
[
{
"question": "What is the highest PSNR score listed?",
"answer": "33.4"
},
{
"question": "Which object achieves a PSNR score of 33.2 using DMTet?",
"answer": "Hotdog"
},
{
"question": "Which method yields a higher PSNR score for the 'Ship' object?",
"answer": "DMTet"
},
... | |
288 | In which of the following value ranges of λ2 does the percentage of Attack Effectiveness begin to be lower than that of Diversity? | images/288.jpg | [
"0.0 - 0.2",
"0.2 - 0.4",
"0.4 - 0.6",
"0.6 - 0.8",
"0.8 - 1.0"
] | null | null | 0.0 - 0.2 | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "line plot",
"grade": "college",
"img_height": 606,
"img_width": 2144,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: In which of the following value ranges of λ2 does the percentage of Attack Effectiveness begin to be lower than that of Diversity?
Choices:
(A) 0.0 - 0.2
(B) 0.2 - 0.4
(C) 0.4 - 0.6
(D) 0.6 - 0.8
(E) 0.8 - 1.... | ```json
[
{
"question": "At λ2=0.0 for Stable Diffusion, what is Attack Effectiveness percentage?",
"answer": "Around 85"
},
{
"question": "At λ2=0.0 for Stable Diffusion, what is the Diversity percentage?",
"answer": "Around 50"
},
{
"question": "For Strong Safe SD, when is Attack Effecti... | |
301 | Which model performs the best overall across the three stages in terms of Messenger training performance? | images/301.jpg | [
"Dynalang",
"EMMA",
"R2D2",
"IMPALA"
] | null | null | Dynalang | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "line plot",
"grade": "college",
"img_height": 524,
"img_width": 2012,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which model performs the best overall across the three stages in terms of Messenger training performance?
Choices:
(A) Dynalang
(B) EMMA
(C) R2D2
(D) IMPALA | ```json
[
{
"question": "What is the maximum score achieved by Dynalang in Stage 1?",
"answer": "1.0"
},
{
"question": "In Stage 3, which model has the lowest score?",
"answer": "R2D2"
},
{
"question": "Which model shows the most consistent high performance across all stages?",
"answer... | |
340 | Which of the following domains has the most number of BPE Tokens? | images/340.jpg | [
"Legal ",
"Code ",
"Conversational ",
"Math ",
"Science",
"Books ",
"News ",
"Encyclopedic"
] | null | null | Science | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 1176,
"img_width": 2142,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which of the following domains has the most number of BPE Tokens?
Choices:
(A) Legal
(B) Code
(C) Conversational
(D) Math
(E) Science
(F) Books
(G) News
(H) Encyclopedic | ```json
[
{
"question": "What domain is associated with GitHub?",
"answer": "Code"
},
{
"question": "What is the BPE Tokens value for Encyclopedic?",
"answer": "37.0"
},
{
"question": "What is the BPE token value for the domain Legal with public domain license?",
"answer": "27.1"
},
... | |
349 | Which capability boasts the highest proportion (%)? | images/349.jpg | [
"Rec",
"OCR",
"Know",
"Gen",
"Spat",
"Math"
] | null | null | Rec | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "bar chart",
"grade": "college",
"img_height": 1348,
"img_width": 1704,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which capability boasts the highest proportion (%)?
Choices:
(A) Rec
(B) OCR
(C) Know
(D) Gen
(E) Spat
(F) Math | ```json
[
{
"question": "What type of capabilities does (a) represent?",
"answer": "Each capability"
},
{
"question": "What is the proportion for Recognition?",
"answer": "68.8"
},
{
"question": "What is the proportion for OCR?",
"answer": "44.0"
},
{
"question": "What is the p... | |
394 | Which of the following environments has the least GPU days for training? | images/394.jpg | [
"HomeGrid",
"Msgr S1",
"Msgr S2",
"Msgr S3",
"VLN",
"LangRoom"
] | null | null | LangRoom | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 858,
"img_width": 1854,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which of the following environments has the least GPU days for training?
Choices:
(A) HomeGrid
(B) Msgr S1
(C) Msgr S2
(D) Msgr S3
(E) VLN
(F) LangRoom | ```json
[
{
"question": "What metric measures training time?",
"answer": "GPU days"
},
{
"question": "What is HomeGrid's training time?",
"answer": "3.75"
},
{
"question": "What is VLN's training time?",
"answer": "16"
},
{
"question": "What is LangRoom's training time?",
"... | |
400 | At which Episode ID does the Retroformer attain its peak Success rate (%)? | images/400.jpg | [
"1.0",
"1.5",
"2.0",
"2.5",
"3.0",
"3.5",
"4.0"
] | null | null | 4.0 | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "line plot",
"grade": "college",
"img_height": 942,
"img_width": 1196,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: At which Episode ID does the Retroformer attain its peak Success rate (%)?
Choices:
(A) 1.0
(B) 1.5
(C) 2.0
(D) 2.5
(E) 3.0
(F) 3.5
(G) 4.0 | ```json
[
{
"question": "What is plotted on the x-axis?",
"answer": "Episode ID"
},
{
"question": "What is the highest Episode ID shown?",
"answer": "4.0"
},
{
"question": "What is plotted on the y-axis?",
"answer": "Success rate"
},
{
"question": "What is the success rate at E... | |
470 | Which of the following models has the lowest KS Rollout Loss overall? | images/470.jpg | [
"Baseline",
"Diffusion",
"PDE-Refiner",
"Pushforward"
] | null | null | PDE-Refiner | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "line plot",
"grade": "college",
"img_height": 854,
"img_width": 1422,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which of the following models has the lowest KS Rollout Loss overall?
Choices:
(A) Baseline
(B) Diffusion
(C) PDE-Refiner
(D) Pushforward | ```json
[
{
"question": "Which model is represented by the purple line?",
"answer": "PDE-Refiner"
},
{
"question": "Which model has the lowest loss at rollout time step 0?",
"answer": "PDE-Refiner"
},
{
"question": "What is the KS Rollout Loss's y-axis label?",
"answer": "MSE Loss"
}... | |
542 | How many models in the figure achieve an Acc score greater than 60? | images/542.jpg | null | null | null | 2 | free_form | integer | {
"category": "math-targeted-vqa",
"context": "scatter plot",
"grade": "college",
"img_height": 1358,
"img_width": 1690,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question requiring an integer answer and provide the final value, e.g., 1, 2, 3, at the end.
Question: How many models in the figure achieve an Acc score greater than 60? | ```json
[
{
"question": "What is the Acc score of GPT-4?",
"answer": "90"
},
{
"question": "What is the Acc score of LLaMA2-70B?",
"answer": "60"
},
{
"question": "What is the Acc score of LLaMA-65B?",
"answer": "55"
},
{
"question": "What is the Acc score of LLaMA2-13B?",
... | |
552 | How many queries have a p-value lower than 0.50? | images/552.jpg | null | null | null | 4 | free_form | integer | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 330,
"img_width": 1726,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question requiring an integer answer and provide the final value, e.g., 1, 2, 3, at the end.
Question: How many queries have a p-value lower than 0.50? | ```json
[
{
"question": "What is the p-value for 'objective'?",
"answer": "0.01"
},
{
"question": "What is the p-value for 'paperclips'?",
"answer": "0.43"
},
{
"question": "What is the p-value for 'bullet'?",
"answer": "0.69"
},
{
"question": "What is the p-value for 'water'?"... | |
565 | Which model can achieve the best ImageNet 10-shot Accuracy score? | images/565.jpg | [
"Soft MoE",
"Experts Choice",
"Tokens Choice",
"Dense"
] | null | null | Soft MoE | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "line plot",
"grade": "college",
"img_height": 978,
"img_width": 1966,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which model can achieve the best ImageNet 10-shot Accuracy score?
Choices:
(A) Soft MoE
(B) Experts Choice
(C) Tokens Choice
(D) Dense | ```json
[
{
"question": "Which subplot shows ImageNet accuracy?",
"answer": "subplot (b)"
},
{
"question": "What model has highest accuracy?",
"answer": "Soft MoE"
},
{
"question": "What is the accuracy of Soft MoE?",
"answer": "above 0.8"
},
{
"question": "What has lowest Imag... | |
793 | What is the highest Elo score for the agent using an offline RL algorithm? | images/793.jpg | null | null | null | 1578 | free_form | integer | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 1056,
"img_width": 1922,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question requiring an integer answer and provide the final value, e.g., 1, 2, 3, at the end.
Question: What is the highest Elo score for the agent using an offline RL algorithm? | ```json
[
{
"question": "Which agents use Offline RL?",
"answer": "Pale blue"
},
{
"question": "What is MuZero's Elo score?",
"answer": "1578"
},
{
"question": "Elo of Offline Actor-Critic?",
"answer": "1548"
},
{
"question": "What is AlphaStar Final's Elo?",
"answer": "296... | |
895 | Which model has the lowest Audio-Audio Similarity and Text-Audio Similarity scores overall? | images/895.jpg | [
"MusicLDM (mix-up)",
"MusicLDM (original)",
"MusicLDM (BLM)",
"MusicLDM (BAM)",
"MuBERT"
] | null | null | MuBERT | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "violin plot",
"grade": "college",
"img_height": 682,
"img_width": 1882,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which model has the lowest Audio-Audio Similarity and Text-Audio Similarity scores overall?
Choices:
(A) MusicLDM (mix-up)
(B) MusicLDM (original)
(C) MusicLDM (BLM)
(D) MusicLDM (BAM)
(E) MuBERT | ```json
[
{
"question": "What is the lowest similarity score for 'Audio-Audio' according to the violin plots?",
"answer": "Around 0.0"
},
{
"question": "Which model has the lowest median for Audio-Audio Similarity?",
"answer": "MuBERT"
},
{
"question": "Which model has the lowest median fo... | |
923 | Which model achieves the highest score in terms of Rec? | images/923.jpg | [
"Transformers Agent (GPT-4)",
"LLaMA-Adapter v2-7B",
"LLaVA-7B",
"Otter-9B ",
"MM-ReAct-GPT-3.5",
"LLaVA-13B (LLaMA-2)",
"MM-ReAct-GPT-4"
] | null | null | LLaVA-13B (LLaMA-2) | multi_choice | text | {
"category": "math-targeted-vqa",
"context": "table",
"grade": "college",
"img_height": 1056,
"img_width": 1910,
"language": "english",
"skills": [
"scientific reasoning",
"statistical reasoning"
],
"source": "PaperQA",
"split": "testmini",
"task": "figure question answering"
} | Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end.
Question: Which model achieves the highest score in terms of Rec?
Choices:
(A) Transformers Agent (GPT-4)
(B) LLaMA-Adapter v2-7B
(C) LLaVA-7B
(D) Otter-9B
(E) MM-ReAct-GPT-3.5
(F) LLaVA-13B (LLaMA-2)
(G) MM-ReAct-GPT... | ```json
[
{
"question": "What metric does 'Rec' stand for?",
"answer": "Recall"
},
{
"question": "What is the highest Rec score shown?",
"answer": "39.2"
},
{
"question": "Which model achieved a 'Rec' score of 39.2?",
"answer": "LLaVA-13B"
},
{
"question": "What is the second h... |
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