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id string | split string | category_rank int64 | attack string | text_attack null | image_attack_intensity float64 | model string | seed int64 | gt string | prompt string | orig_img_path string | orig_raw string | orig_norm string | orig_correct bool | raw_counts dict | flips list | nonflips list | limits dict | gen_cfg dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
gmai-109 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Which of the following options best matches the marked target in the endoscopy image?
[Choices]
(A) irrigator
(B) hook
(C) bipolar
(D) clipper
(E) grasper
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (A) ... | orig/gmai-109.png | The image shows an endoscopic procedure. The marked area contains a device with two jaws that appear to be closed. This is characteristic of a bipolar forceps, which is used to coagulate tissue using electrical current.
Let's analyze the options:
(A) irrigator: An irrigator is used to flush the area with fluid, and it... | C | true | {
"flips": 1,
"nonflips": 2,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-109__00.png",
"raw": "The image shows an endoscopic procedure. The green box highlights a tool with two jaws that appear to be closed. This type of instrument is used for cutting or coagulating tissue.\n\nLet's analyze the options:\n(A) irrigator: An irrigator is used to flush the a... | [
{
"img_path": "nonflip/gmai-109__00.png",
"raw": "The image shows an endoscopic procedure. The marked area contains a device with two jaws that appear to be closing together. This is characteristic of a bipolar forceps, which is used to coagulate tissue using electrical current.\n\nLet's analyze the options... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
"do_sample": false,
"num_beams": 1,
"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1101 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | E | [Question]
View the Histopathology image provided. What organ is displayed in the marked area?
[Choices]
(A) gallbladder
(B) fascia covered kidney parenchyma
(C) liver
(D) large intestine
(E) colonoscopy tissue
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exa... | orig/gmai-1101.png | The image shows a histological section with characteristic features of the large intestine or colon. The presence of crypts and villi, stained in red, are hallmarks of the colonic mucosa. The surrounding stroma is also consistent with the connective tissue of the colon.
Let's analyze the options:
(A) gallbladder: The ... | D | false | {
"flips": 2,
"nonflips": 1,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-1101__00.png",
"raw": "The image shows a histological section with characteristic features of the large intestine or colon. The presence of crypts (the red areas) and the overall structure are indicative of the colon. The other options are not consistent with the observed morphology... | [
{
"img_path": "nonflip/gmai-1101__00.png",
"raw": "The image shows a histological section with characteristic features of a large intestine or colon. The presence of crypts, villi-like structures, and a distinct mucosal layer are indicative of the colon. The marked area highlights these features.\n\nLet's c... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
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"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-111 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Which of the following options best matches the marked target in the endoscopy image?
[Choices]
(A) scissors
(B) bipolar
(C) clipper
(D) hook
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (A) or (B) or (C)... | orig/gmai-111.png | The image shows an endoscopic view of a surgical procedure. The marked area (green box) contains a surgical instrument with a curved tip. Considering the options:
* **(A) scissors:** Scissors typically have two blades that cross each other. This instrument does not resemble scissors.
* **(B) bipolar:** A bipolar i... | C | false | {
"flips": 8,
"nonflips": 1,
"total_tries": 9
} | [
{
"img_path": "flip/gmai-111__00.png",
"raw": "The image shows an endoscopic view of a surgical field. The marked area (green box) contains a surgical instrument with a distinctive curved tip. This shape is characteristic of a bipolar forceps. Scissors and clippers have different blade shapes, and a hook wo... | [
{
"img_path": "nonflip/gmai-111__00.png",
"raw": "The image shows an endoscopic view of a surgical field. The marked area (green box) contains a surgical instrument with a distinct, curved tip. Considering the options:\n\n* **(A) scissors:** Scissors typically have two blades that cross each other. This i... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-113 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Which of the following options best matches the marked target in the endoscopy image?
[Choices]
(A) clipper
(B) specimen bag
(C) scissors
(D) hook
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (A) or (B) o... | orig/gmai-113.png | The image shows an endoscopic view of a surgical procedure. The marked area (green box) contains a white, elongated instrument with a rounded tip. This instrument is being used to manipulate tissue within the surgical field.
Let's analyze the options:
(A) clipper: Clippers are typically used for cutting tissue and hav... | D | true | {
"flips": 1,
"nonflips": 2,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-113__00.png",
"raw": "The image shows an endoscopic view of a surgical procedure. The green box highlights a tool being used near the surgical site. The tool has a long shaft and a rounded, somewhat blunt tip. It doesn't resemble the sharp blades of scissors or a hook. It also doesn... | [
{
"img_path": "nonflip/gmai-113__00.png",
"raw": "The image shows an endoscopic view of a surgical procedure. The marked area (green box) contains a white, elongated instrument with a rounded tip. This instrument is being used to manipulate tissue within the surgical field.\n\nLet's analyze the options:\n(A... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
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"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1257 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
Which of the following options best matches the marked organ in the CT image?
[Choices]
(A) testicle
(B) bladder
(C) prostate
(D) femoral head
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (A) or (B) or (C... | orig/gmai-1257.png | The image shows a CT scan of the pelvic region. The marked organ is located centrally in the pelvis, above the thighs.
(A) Testicle: Testicles are located within the scrotum, which is outside the pelvic cavity. This is not the correct location.
(B) Bladder: The bladder is a hollow organ in the pelvis that stores urine... | B | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1257__00.png",
"raw": "The image shows a cross-sectional CT scan of the pelvis. The marked area is located in the region between the two testicles. The prostate gland is located in this area, anterior to the rectum and posterior to the bladder. The bladder is inferior to the prostat... | [
{
"img_path": "nonflip/gmai-1257__00.png",
"raw": "The image shows a cross-sectional CT scan of the pelvis. The marked area (red outline) appears to be a round structure located within the pelvic region.\n\nLet's analyze the options:\n(A) Testicle: Testicles are located outside the pelvic cavity in the scro... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
"do_sample": false,
"num_beams": 1,
"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1276 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Considering the organ visible marked in the CT picture, which option corresponds most accurately?
[Choices]
(A) rectum
(B) bladder
(C) testicle
(D) uterus
(E) duodenum
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X i... | orig/gmai-1276.png | The image shows a CT scan of the pelvic region. The organ highlighted in red is located in the lower pelvis, anterior to the rectum and superior to the bladder. This location and shape are characteristic of the bladder. The rectum is posterior to this structure. The testicle is located higher up and more lateral. The u... | B | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1276__00.png",
"raw": "The image shows a CT scan of the pelvic region. The organ highlighted in red is located centrally in the pelvis, above the bladder and below the umbilicus.\n\nLet's analyze the options:\n(A) rectum: The rectum is located more posteriorly and inferiorly in the ... | [
{
"img_path": "nonflip/gmai-1276__00.png",
"raw": "The image shows a CT scan of the pelvic region. The highlighted organ is located in the lower abdomen, anterior to the spine and posterior to the pubic symphysis. It's a relatively smooth, ovoid structure.\n\nLet's consider the options:\n* **(A) Rectum:**... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
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"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-130 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
This is a microscopy image. Which of the following options is the most appropriate to describe the highlighted square?
[Choices]
(A) white blood cell
(B) red blood cell
(C) mycobacterium tuberculosis
(D) platelet
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last l... | orig/gmai-130.png | The image shows a microscopic view of blood cells. The highlighted square contains a cell with a distinct nucleus, which is a characteristic feature of white blood cells. Red blood cells lack a nucleus, and platelets are much smaller and don't have a nucleus. Mycobacterium tuberculosis is a bacterium and would appear d... | A | false | {
"flips": 1,
"nonflips": 6,
"total_tries": 7
} | [
{
"img_path": "flip/gmai-130__00.png",
"raw": "The image shows a microscopic view of blood cells. The highlighted square contains a small, round, and darkly stained cell.\n\n(A) White blood cells (leukocytes) are larger and have a more complex structure with a nucleus and cytoplasm. The cell in the square i... | [
{
"img_path": "nonflip/gmai-130__00.png",
"raw": "The image shows a microscopic view of blood cells. The highlighted square contains a cell with a distinct nucleus, which is a characteristic feature of white blood cells. Red blood cells lack a nucleus, and platelets are much smaller and don't have a defined... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
"do_sample": false,
"num_beams": 1,
"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1353 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Considering the symptoms visible in highlighted area of the CT picture, which option corresponds most accurately?
[Choices]
(A) intracranial hemorrhage
(B) lung tumor
(C) pulmonary embolism
(D) pleural effusion
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last lin... | orig/gmai-1353.png | The highlighted area in the CT scan shows a large, crescent-shaped area of low density within the lung tissue. This appearance is highly suggestive of a pulmonary embolism.
Let's consider the other options:
* **(A) Intracranial hemorrhage:** This would be located in the brain, which is not visible in this image.
* ... | C | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1353__00.png",
"raw": "The image shows a CT scan of the abdomen and pelvis. The highlighted area shows a large, round structure with a relatively homogenous density. This structure is located in the lower abdomen, near the pelvis.\n\nLet's analyze the options:\n\n* **(A) Intracran... | [
{
"img_path": "nonflip/gmai-1353__00.png",
"raw": "The image is a CT scan of the abdomen. The highlighted area shows a crescent-shaped structure along the edge of the liver. This appearance is characteristic of blood.\n\n(A) Intracranial hemorrhage refers to bleeding within the brain, which is not visible i... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1354 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Which of the following options best matches the symptoms of marked region shown in the CT image?
[Choices]
(A) ischemic stroke
(B) pleural effusion
(C) myocardial scars
(D) COVID-19 lesion
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
Final... | orig/gmai-1354.png | The image shows a CT scan of the chest. The marked region appears to be an area of consolidation or opacity in the lung tissue. Let's analyze the options:
(A) Ischemic stroke: This affects the brain, not the lungs. So, this is incorrect.
(B) Pleural effusion: This refers to fluid accumulation in the pleural space (bet... | D | false | {
"flips": 1,
"nonflips": 7,
"total_tries": 8
} | [
{
"img_path": "flip/gmai-1354__00.png",
"raw": "The image shows a CT scan of the chest. The marked region appears to be an area of increased density within the right rib. This suggests a fracture or other bony abnormality.\n\nLet's analyze the options:\n\n* **(A) Ischemic stroke:** This affects the brain,... | [
{
"img_path": "nonflip/gmai-1354__00.png",
"raw": "The image shows a CT scan of the chest. The marked region appears to be an area of consolidation or opacity in the lung tissue. Let's analyze the options:\n\n(A) Ischemic stroke: This affects the brain, not the lungs. So, this is incorrect.\n(B) Pleural eff... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
"do_sample": false,
"num_beams": 1,
"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1481 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Which of the following options best matches the symptoms of marked region shown in the CT image?
[Choices]
(A) ischemic stroke
(B) kidney cyst
(C) liver tumor
(D) kidney tumor
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
w... | orig/gmai-1481.png | The image shows a CT scan of the abdomen. The marked regions appear to be well-defined, round or oval structures with relatively low density compared to the surrounding tissue. These characteristics are consistent with cysts. Given the location in the abdomen, the most likely diagnosis is kidney cysts.
Let's consider ... | B | false | {
"flips": 2,
"nonflips": 1,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-1481__00.png",
"raw": "The image shows a CT scan of the abdomen. The marked regions appear to be well-defined, round or oval structures with relatively homogenous density. These characteristics are most consistent with tumors or cysts in the liver or kidneys.\n\nLet's analyze the op... | [
{
"img_path": "nonflip/gmai-1481__00.png",
"raw": "The image shows a CT scan of the abdomen. The marked regions appear to be round, well-defined lesions within the abdominal organs. Given the location and appearance, the most likely diagnosis is a liver tumor or kidney tumor.\n\nLet's analyze the options:\n... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
"do_sample": false,
"num_beams": 1,
"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1526 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
Which of the following options best matches the symptoms of marked region shown in the UltraSound image?
[Choices]
(A) hypoxic ischemic encephalopathy
(B) nasopharyngeal cancer
(C) adrenal tumor
(D) displaced rib fracture
Let’s think step by step to reach the answer.
After writing your reasoning, on the ve... | orig/gmai-1526.png | The image shows an ultrasound of the head. The red outline highlights a region within the head that appears cystic or fluid-filled. Let's analyze the options:
* **(A) Hypoxic ischemic encephalopathy (HIE):** HIE is brain damage caused by oxygen deprivation. Ultrasound findings in HIE can include echogenic (bright) a... | A | true | {
"flips": 1,
"nonflips": 2,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-1526__00.png",
"raw": "The image shows an ultrasound of a soft tissue mass. The red circle highlights a well-defined, relatively homogenous mass with some internal echoes. Let's analyze the options:\n\n* **(A) Hypoxic ischemic encephalopathy (HIE):** HIE is a brain injury caused b... | [
{
"img_path": "nonflip/gmai-1526__00.png",
"raw": "The ultrasound image shows a lesion within the head region, specifically within the skull. The red outline highlights a relatively well-defined, hypoechoic (darker) area within the brain tissue.\n\nLet's analyze the options:\n\n* **(A) Hypoxic ischemic en... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
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"num_beams": 1,
"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1532 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Considering the symptoms visible in highlighted area of the CT picture, which option corresponds most accurately?
[Choices]
(A) myocardial infarction
(B) kidney tumor
(C) glioblastoma
(D) lung nodule
(E) nasopharyngeal cancer
Let’s think step by step to reach the answer.
After writing your reasoning, on th... | orig/gmai-1532.png | The image is a CT scan showing a cross-section of the chest. The highlighted area appears to be in the mediastinum, the central compartment of the chest. The highlighted area shows a mass-like density.
Let's analyze the options:
* **(A) Myocardial infarction:** This is a heart attack, which would show changes in th... | D | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1532__00.png",
"raw": "The image shows a CT scan of the abdomen. The highlighted area appears to be in the left kidney region. The density and shape suggest a mass within the kidney.\n\n(A) Myocardial infarction (heart attack) is not visible in an abdominal CT scan.\n(B) Kidney tumo... | [
{
"img_path": "nonflip/gmai-1532__00.png",
"raw": "The image shows a CT scan of the chest. The highlighted area appears to be in the lung field. The density and shape within the highlighted area suggest a mass or nodule.\n\n(A) Myocardial infarction (heart attack) would be seen in the chest, but would not a... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
"do_sample": false,
"num_beams": 1,
"top_k": 0,
"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1540 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Observe the CT image. What is the most likely abnormality shown in the highlight area?
[Choices]
(A) liver tumor
(B) nasopharyngeal cancer
(C) colon cancer primaries
(D) pulmonary embolism
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
Final... | orig/gmai-1540.png | The CT image shows a cross-sectional view of the abdomen. The highlighted area is located in the right lower quadrant of the abdomen. Given the location and appearance, the most likely abnormality is a colon cancer primary. The liver is located in the upper right quadrant, nasopharyngeal cancer is in the head and neck ... | C | true | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1540__00.png",
"raw": "The CT image is an axial view of the abdomen. The highlighted area is located in the right upper quadrant of the abdomen. Given the location, the most likely abnormality is a liver tumor.\n\nLet's consider the other options:\n(B) Nasopharyngeal cancer is locat... | [
{
"img_path": "nonflip/gmai-1540__00.png",
"raw": "The CT image is an axial view of the abdomen. The highlighted area shows a mass in the right lower quadrant of the abdomen. Given the location, the most likely abnormality is colon cancer.\n\nLet's consider the other options:\n(A) Liver tumor: The highlight... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
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"do_sample": false,
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"top_k": 0,
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"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1541 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Which of the following options best matches the symptoms of marked region shown in the CT image?
[Choices]
(A) adrenal tumor
(B) lung infections
(C) ischemic stroke
(D) colon cancer primaries
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
Fi... | orig/gmai-1541.png | The CT image shows a cross-sectional view of the abdomen. The marked region (red outline) appears to be a mass located near the right kidney. Given the location, the most likely diagnosis among the options is an adrenal tumor.
Let's consider why the other options are less likely:
* **(B) Lung infections:** Lung inf... | A | false | {
"flips": 1,
"nonflips": 2,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-1541__00.png",
"raw": "The CT image shows a cross-sectional view of the abdomen. The marked region appears to be a mass located in the right lower quadrant of the abdomen. Given the location and appearance, the most likely diagnosis is colon cancer. Adrenal tumors are typically loca... | [
{
"img_path": "nonflip/gmai-1541__00.png",
"raw": "The CT image shows a cross-sectional view of the abdomen. The marked region (outlined in red) appears to be a mass located near the right kidney. Given the location, the most likely diagnosis among the options is an adrenal tumor.\n\nLet's consider why the ... | {
"max_tries": 10,
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"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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} |
gmai-1562 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
View the CT image provided. What organ is displayed in the marked area?
[Choices]
(A) iliopsoas
(B) autochthonous muscles
(C) gluteus minimus
(D) gluteus maximus
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one ... | orig/gmai-1562.png | The image is a coronal CT scan of the pelvis and abdomen. The area marked in red is located in the upper thigh region, near the hip joint.
Let's analyze the options:
(A) iliopsoas: This is a group of muscles located deep in the pelvis, not in the thigh region.
(B) autochthonous muscles: This is a general term for musc... | C | true | {
"flips": 1,
"nonflips": 4,
"total_tries": 5
} | [
{
"img_path": "flip/gmai-1562__00.png",
"raw": "The image is a coronal CT scan of the pelvis and abdomen. The area marked in red is located in the lower abdomen and pelvis, deep to the hip joint.\n\nLet's analyze the choices:\n(A) iliopsoas: This is a group of muscles located in the front of the hip joint, ... | [
{
"img_path": "nonflip/gmai-1562__00.png",
"raw": "The image is a coronal CT scan of the pelvis. The red arrow points to a muscle group located in the upper thigh, near the hip joint.\n\nLet's analyze the options:\n* **(A) iliopsoas:** This muscle group is located deep in the pelvis, flexing the hip and a... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"deterministic": true,
"repetition": 1
} |
gmai-1567 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Considering the organ visible marked in the CT picture, which option corresponds most accurately?
[Choices]
(A) autochthonous muscles
(B) gluteus minimus
(C) gluteus medius
(D) iliopsoas
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAn... | orig/gmai-1567.png | The image shows a CT scan of the pelvis. The area highlighted in red is a portion of the gluteal region. Let's analyze the options:
* **(A) autochthonous muscles:** This is a general term for muscles originating from the same embryonic layer as the limb, but it's not specific enough to identify the structure in the ... | C | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1567__00.png",
"raw": "The image shows a CT scan of the pelvis. The highlighted area is a muscle located in the gluteal region, specifically near the ilium. Let's analyze the options:\n\n* **(A) autochthonous muscles:** This is a general term and not specific enough to identify th... | [
{
"img_path": "nonflip/gmai-1567__00.png",
"raw": "The image shows a CT scan of the pelvis. The structure highlighted in red is a portion of the hip bone, specifically the ilium. The gluteus medius muscle originates from the ilium. The gluteus minimus also originates from the ilium, but it's deeper than the... | {
"max_tries": 10,
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"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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} |
gmai-1568 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Observe the CT image. Can you identify the organ in the highlight area?
[Choices]
(A) gluteus medius
(B) gluteus minimus
(C) gluteus maximus
(D) iliopsoas
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (A) ... | orig/gmai-1568.png | The highlighted area in the CT image appears to be deep within the hip region. Let's analyze the options:
* **(A) gluteus medius:** This muscle is located on the outer surface of the hip and is not as deep as the highlighted area.
* **(B) gluteus minimus:** This is the deepest of the gluteal muscles and is located... | B | true | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1568__00.png",
"raw": "The image shows a CT scan of the hip region. The highlighted area is deep within the hip, near the acetabulum (hip socket).\n\n* **Gluteus maximus:** This is the largest gluteal muscle and is located more superficially, covering the other gluteal muscles. It... | [
{
"img_path": "nonflip/gmai-1568__00.png",
"raw": "The highlighted area in the CT image shows a deep muscle in the hip region. Let's analyze the options:\n\n* **(A) gluteus medius:** This muscle is located on the outer surface of the hip and is not as deep as the highlighted structure.\n* **(B) gluteus ... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"repetition": 1
} |
gmai-1631 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
Considering the organ visible marked in the CT picture, which option corresponds most accurately?
[Choices]
(A) brain stem
(B) enlarged perivascular space
(C) oral cavity
(D) eye
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X... | orig/gmai-1631.png | The image shows a CT scan of the head. The red arrows are pointing to the orbits, which are the cavities in the skull that contain the eyes. The oral cavity is located below the orbits. The brain stem is located deeper within the skull. Enlarged perivascular spaces are small fluid-filled spaces around blood vessels and... | D | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1631__00.png",
"raw": "The image shows a cross-sectional CT scan of the head. The red circles highlight areas near the eyes. The structures within those circles appear to be fluid-filled spaces.\n\n(A) Brain stem: The brainstem is located deeper within the brain, not near the eyes.\... | [
{
"img_path": "nonflip/gmai-1631__00.png",
"raw": "The image shows a CT scan of the head. The red markings highlight the eyes. The oral cavity is located below the eyes. The brain stem is deeper within the head. Enlarged perivascular spaces are not readily visible in this type of scan.\n\nTherefore, the mos... | {
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"early_tries": 8,
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} | {
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} |
gmai-1634 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
This is a CT image. Which of the following options is the most appropriate to describe the marked area?
[Choices]
(A) eye
(B) brain stem
(C) anterior hippocampus
(D) enlarged perivascular space
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
... | orig/gmai-1634.png | The image shows a cross-sectional CT scan of the head. The marked areas are located in the orbital region, which houses the eyes. The brain stem is located much deeper within the skull. The anterior hippocampus is also deeper within the brain. Enlarged perivascular spaces are small, fluid-filled spaces around blood ves... | A | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-1634__00.png",
"raw": "The image shows a cross-sectional CT scan of the head. The marked areas are located near the lateral aspects of the brain, within the temporal lobes. Given the location and appearance, the most likely structure being indicated is the anterior hippocampus.\n\nL... | [
{
"img_path": "nonflip/gmai-1634__00.png",
"raw": "The marked area in the CT image appears to be located in the orbit, which is the bony cavity that houses the eye. The structures within the orbit include the eyeball, optic nerve, and extraocular muscles. The brainstem is located deeper within the skull, an... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
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"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-1654 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Which of the following options best matches the marked organ in the CT image?
[Choices]
(A) pituitary gland
(B) optic nerve
(C) eye
(D) inner ear
(E) temporomandibular joint
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
whe... | orig/gmai-1654.png | The marked area in the CT image appears to be a spherical structure located within the orbit (eye socket). The pituitary gland is located in the sella turcica, which is deeper within the skull. The optic nerve is a smaller, elongated structure. The inner ear is located further back and lower. The temporomandibular join... | C | true | {
"flips": 1,
"nonflips": 5,
"total_tries": 6
} | [
{
"img_path": "flip/gmai-1654__00.png",
"raw": "The image shows a CT scan of the head. The marked area is a round structure located near the eye.\n\n(A) pituitary gland: The pituitary gland is located in the sella turcica, a bony depression in the sphenoid bone, deep within the skull. It's not near the eye.... | [
{
"img_path": "nonflip/gmai-1654__00.png",
"raw": "The image shows a CT scan of a baby's head. The red circle highlights a structure located in the orbit (eye socket). The structure appears round and dense, which is characteristic of the eyeball. The pituitary gland is located in the sella turcica, the opti... | {
"max_tries": 10,
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"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
"max_new_tokens": 4096,
"seed_fixed": 0,
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"num_beams": 1,
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"top_p": 1,
"temperature": 1,
"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-172 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Assessing the boxed area in this endoscopy image, which artifact stands out?
[Choices]
(A) instrument artifacts
(B) low contrast
(C) saturation
(D) specularity
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of... | orig/gmai-172.png | The image is quite blurry and has a strong, bright reflection within the boxed area. This bright reflection is characteristic of specularity, which occurs when light reflects directly off a smooth surface, creating a bright spot that obscures the underlying tissue. The other options don't fit as well: instrument artifa... | D | false | {
"flips": 1,
"nonflips": 3,
"total_tries": 4
} | [
{
"img_path": "flip/gmai-172__00.png",
"raw": "The image is quite blurry and has a distorted appearance. Let's analyze the options:\n\n* **(A) Instrument artifacts:** These are often caused by the endoscope itself, such as bubbles, air-water interface distortions, or cable movement. While some distortion ... | [
{
"img_path": "nonflip/gmai-172__00.png",
"raw": "The image shows a bright, reflective area within the boxed region. This is characteristic of specularity, which is caused by light reflecting off a smooth surface. The bright reflections obscure the underlying tissue.\n\nLet's consider the other options:\n* ... | {
"max_tries": 10,
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"early_tries": 8,
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} | {
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"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-186 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
In the space highlighted by a box in this endoscopy video, what maneuver is being performed?
[Choices]
(A) cutting tissue
(B) pulling seminal vesicle
(C) grasping catheter
(D) clipping vas deferens
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exact... | orig/gmai-186.png | The images show a surgical instrument (likely a clip applier) being manipulated near a structure that appears to be the vas deferens. The instrument is being used to apply a clip. Clipping the vas deferens is a common procedure for vasectomy.
FinalAnswer: (D) | D | false | {
"flips": 2,
"nonflips": 1,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-186__00.png",
"raw": "The images show a surgical instrument (likely a grasper or forceps) manipulating a structure within a surgical field. The structure appears to be a catheter. The instrument is clearly grasping and potentially moving the catheter.\n\nLet's analyze the choices:\n... | [
{
"img_path": "nonflip/gmai-186__00.png",
"raw": "The images show a surgical instrument (likely a clip applier) being used near the vas deferens. The instrument is being manipulated to apply a clip. Clipping the vas deferens is a common procedure for vasectomy.\n\nFinalAnswer: (D)",
"norm": "D",
"co... | {
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"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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} |
gmai-224 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
Within the boxed outline visible in this endoscopy video, which procedure is being illustrated?
[Choices]
(A) clipping bladder neck
(B) pulling bladder neck
(C) bladder anastomosis
(D) pulling tissue
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exa... | orig/gmai-224.png | The images show a surgical instrument (likely a grasping forceps) being used to manipulate tissue within a surgical field. The instrument appears to be grasping and pulling on tissue. The presence of what looks like a bladder neck is visible. Given the options, the most appropriate description is pulling tissue. While ... | D | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-224__00.png",
"raw": "The images show a surgical instrument (likely a grasper or forceps) manipulating tissue within a surgical field. The instrument appears to be grasping and pulling on the tissue. The tissue appears to be reddish-brown, suggesting it could be bladder tissue.\n\nL... | [
{
"img_path": "nonflip/gmai-224__00.png",
"raw": "The images show a surgical instrument being used on tissue that appears to be reddish-brown and vascular. The instrument is being manipulated within the field of view. The text on the instrument suggests it is a specialized tool. Given the options, the most ... | {
"max_tries": 10,
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"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-228 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
Focusing on the boxed section of this endoscopy video, what surgical action is in progress?
[Choices]
(A) pulling prostate
(B) bladder neck dissection
(C) clipping tissue
(D) sucking smoke
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
Final... | orig/gmai-228.png | The images show an endoscopic view of a surgical procedure. The boxed area consistently highlights a tissue being grasped with an instrument. The tissue appears to be being manipulated and possibly separated from surrounding structures. Given the context of endoscopic surgery, and the appearance of the tissue, the most... | C | false | {
"flips": 2,
"nonflips": 1,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-228__00.png",
"raw": "The images show an endoscopic view of a surgical field, likely within the urinary system. The boxed area consistently shows a device with a suction tip. The presence of a hazy, white substance in the field, along with the suction device, strongly suggests that ... | [
{
"img_path": "nonflip/gmai-228__00.png",
"raw": "The images show an endoscopic view of a surgical procedure. The boxed area consistently highlights a small, dark, and somewhat irregular tissue being manipulated with an instrument. The presence of surgical instruments and the overall context suggest a tissu... | {
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"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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} |
gmai-2319 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Please identify the part shown in the image.
[Choices]
(A) fibroid
(B) thyroid nodule
(C) aorta
(D) ovary
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (A) or (B) or (C) or (D).
| orig/gmai-2319.png | The image shows a grayscale ultrasound. The structure visible appears to be roundish and has a distinct dark area within it, which is likely representing a cystic component. Given the location and appearance, the most probable identification is an ovary. Fibroids are typically more solid and located in the uterus. Thyr... | D | true | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-2319__00.png",
"raw": "The image is an ultrasound. The structure in the center appears round and has a distinct shape. Given the choices, let's consider each one:\n\n* **(A) Fibroid:** Fibroids are typically found in the uterus. While an ultrasound can detect them, the image doesn... | [
{
"img_path": "nonflip/gmai-2319__00.png",
"raw": "The image shows a grayscale ultrasound. The structure appears round and has a complex internal echo pattern. Given the options, the most likely structure is an ovary. Ovaries can have cysts or follicles that appear as complex structures on ultrasound. A fib... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"use_cache": true,
"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-2418 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Observe the image. What is the most likely abnormality shown in the picture?
[Choices]
(A) benign lung tissues
(B) lung squamous cell carcinomas
(C) benign colonic tissues
(D) colon adenocarcinomas
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exact... | orig/gmai-2418.png | The image shows a microscopic view of tissue with cells arranged in glandular structures. The cells are relatively uniform, but have prominent nuclei and a high nuclear-to-cytoplasmic ratio. There is also some pleomorphism (variation in cell size and shape). These features are characteristic of adenocarcinoma.
Conside... | D | true | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-2418__00.png",
"raw": "The image shows a high-magnification view of cells with atypical nuclei. The nuclei are enlarged, hyperchromatic (darkly stained), and have irregular shapes. There is also a high nuclear-to-cytoplasmic ratio. These features are characteristic of malignant cell... | [
{
"img_path": "nonflip/gmai-2418__00.png",
"raw": "The image shows a microscopic view of tissue with cells arranged in glandular structures. The cells are relatively uniform, but exhibit enlarged, hyperchromatic nuclei (darkly stained) and increased nuclear-to-cytoplasmic ratio. There is also evidence of nu... | {
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"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"flash_attn2": false,
"deterministic": true,
"repetition": 1
} |
gmai-2469 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Observe the image. What is the most likely abnormality shown in the picture?
[Choices]
(A) pathological benign
(B) flat epithelia atypia
(C) invasive carcinoma
(D) normal
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where ... | orig/gmai-2469.png | The image shows a microscopic view of tissue, likely from a biopsy. Several features suggest a concerning abnormality. The cells appear pleomorphic (varying in size and shape), and the nuclei are enlarged and hyperchromatic (darkly stained), which are hallmarks of malignancy. The arrangement of the cells is also irregu... | C | false | {
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"raw": "The image shows a tissue sample stained with hematoxylin and eosin (H&E). The cells appear pleomorphic (varying in size and shape) and have enlarged, hyperchromatic (darkly stained) nuclei. There is also evidence of increased nuclear-to-cytoplasmic ratio. T... | {
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gmai-2472 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Observe the image. What is the most likely abnormality shown in the picture?
[Choices]
(A) ductal carcinoma in situ
(B) atypical ductal hyperplasia
(C) flat epithelia atypia
(D) pathological benign
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exact... | orig/gmai-2472.png | The image shows a breast tissue sample stained with hematoxylin and eosin (H&E). We need to identify the most likely abnormality.
Let's analyze the choices:
* **(A) Ductal Carcinoma In Situ (DCIS):** DCIS involves abnormal cells within the milk ducts but hasn't spread to surrounding tissue. It often presents with a... | A | false | {
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{
"img_path": "flip/gmai-2472__00.png",
"raw": "The image shows glandular structures with cells exhibiting atypical features. The cells are larger than normal, have enlarged nuclei, and show variations in shape and size. The arrangement of the cells within the glands is also irregular. These features are su... | [
{
"img_path": "nonflip/gmai-2472__00.png",
"raw": "The image shows a breast tissue sample with glandular structures lined by cells. The cells exhibit nuclear atypia, meaning they have irregular shapes and sizes, and prominent nucleoli. The arrangement of the cells also appears disorganized.\n\nLet's analyze... | {
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gmai-2513 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Observe the image. What is the most likely abnormality shown in the picture?
[Choices]
(A) lung adenocarcinomas
(B) benign lung tissues
(C) lung squamous cell carcinomas
(D) colon adenocarcinomas
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly... | orig/gmai-2513.png | The image shows a histological section stained with hematoxylin and eosin (H&E). The cells are relatively uniform in size and shape, with prominent nucleoli. There is a clear presence of keratinization, which is a characteristic feature of squamous cell carcinoma. The cells are arranged in a disorganized manner, sugges... | C | true | {
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{
"img_path": "flip/gmai-2513__00.png",
"raw": "The image shows a histological section stained with hematoxylin and eosin (H&E). The cells are relatively uniform in size and shape, with prominent nucleoli. There is a clear differentiation between the cells and the surrounding stroma. The cells are arranged ... | [
{
"img_path": "nonflip/gmai-2513__00.png",
"raw": "The image shows a histological section stained with hematoxylin and eosin (H&E). The cells are pleomorphic (varying in size and shape) with prominent nucleoli and hyperchromatic nuclei (darkly stained nuclei). There is also a high nuclear-to-cytoplasmic rat... | {
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gmai-252 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
In the space highlighted by a box in this endoscopy video, what maneuver is being performed?
[Choices]
(A) bagging prostate
(B) clipping bladder neck
(C) passing needle
(D) cutting thread
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalA... | orig/gmai-252.png | The images show a surgical instrument being used near tissue. The instrument appears to be a needle being guided through tissue. The focus is on the needle's movement and placement.
Therefore, the maneuver being performed is passing a needle.
FinalAnswer: (C) | C | false | {
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gmai-2623 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
Considering the symptoms visible in the picture, which option corresponds most accurately?
[Choices]
(A) yellow white spots flecks
(B) pathological myopia
(C) maculopathy
(D) rhegmatogenous retinal detachment
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line ... | orig/gmai-2623.png | The image shows a fundus photograph of the retina. Let's analyze the visible features to determine the most accurate diagnosis.
* **Optic Disc:** The optic disc appears relatively normal in color and appearance.
* **Retinal Vessels:** The retinal vessels are visible and appear generally normal.
* **Retinal Backg... | A | true | {
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{
"img_path": "flip/gmai-2623__00.png",
"raw": "The image shows a fundus photograph of the retina. Let's analyze the visible features to determine the most accurate diagnosis.\n\n* **Optic Disc:** The optic disc appears healthy and well-defined.\n* **Retinal Vessels:** The retinal vessels are visible an... | [
{
"img_path": "nonflip/gmai-2623__00.png",
"raw": "The image shows a fundus photograph of the retina. Let's analyze the visible features to determine the most accurate diagnosis.\n\n* **Optic Disc:** The optic disc appears relatively normal in color and appearance.\n* **Retinal Vessels:** The retinal ve... | {
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gmai-269 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
In the space highlighted by a box in this endoscopy video, what maneuver is being performed?
[Choices]
(A) sucking blood
(B) clipping vas deferens
(C) cutting seminal vesicle
(D) clipping seminal vesicle
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write... | orig/gmai-269.png | The images show a surgical procedure involving the vas deferens and seminal vesicles. The green boxes highlight the area where the procedure is taking place. The instruments being used appear to be grasping and manipulating the tissue. Given the location and the instruments, the most likely maneuver being performed is ... | D | false | {
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{
"img_path": "flip/gmai-269__00.png",
"raw": "The images show a surgical procedure involving the vas deferens and surrounding structures. The green boxes highlight a specific area where instruments are being used. Given the context of the images and the choices provided, the maneuver being performed is cli... | [
{
"img_path": "nonflip/gmai-269__00.png",
"raw": "The images show an endoscopic view of the seminal vesicles. The green boxes highlight an area where instruments are being used to manipulate and potentially isolate a structure. Given the location and the appearance of the instruments, the most likely maneuv... | {
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gmai-2725 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
View the image provided. What is the likely abnormal condition demonstrated?
[Choices]
(A) silicon oil in eye
(B) peripheral retinal degeneration and break
(C) rhegmatogenous retinal detachment
(D) vkh disease
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line... | orig/gmai-2725.png | The image shows a clear, yellowish fluid separating the retina from the retinal pigment epithelium (RPE). There are also areas of wrinkling and distortion of the retina. This is characteristic of a retinal detachment. The fluid-filled space and the detached retina are clearly visible.
Let's consider the options:
* ... | C | false | {
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{
"img_path": "flip/gmai-2725__00.png",
"raw": "The image shows a distinct, bright yellow/white material within the vitreous cavity, with associated retinal folds and distortions. This appearance is highly characteristic of silicone oil, which is used as a tamponade agent in ophthalmic surgery, particularly... | [
{
"img_path": "nonflip/gmai-2725__00.png",
"raw": "The image shows a clear, fluid-like substance separated from the underlying retinal pigment epithelium (RPE). The presence of this fluid, along with the undulating appearance and the way it's lifting the retina, strongly suggests a detachment. The shape and... | {
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gmai-276 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | E | [Question]
Observing the action taking place within the square in this endoscopy video, what procedure is being conducted?
[Choices]
(A) cutting vas deferens
(B) clipping vas deferens
(C) urethra dissection
(D) pulling vas deferens
(E) clipping seminal vesicle
Let’s think step by step to reach the answer.
After writi... | orig/gmai-276.png | The images show a surgical procedure involving a tubular structure surrounded by blood vessels. The instruments being used appear to be surgical clamps or forceps. The structure being manipulated is consistent with the vas deferens, a duct that transports sperm. The action within the squares appears to be the applicati... | B | false | {
"flips": 1,
"nonflips": 4,
"total_tries": 5
} | [
{
"img_path": "flip/gmai-276__00.png",
"raw": "The images show a surgical procedure involving a tubular structure that is reddish-pink in color. The instruments being used appear to be surgical graspers and scissors. The structure is being manipulated and appears to be being cut. Given the appearance of the... | [
{
"img_path": "nonflip/gmai-276__00.png",
"raw": "The images show a surgical procedure involving a tubular structure surrounded by blood vessels. The presence of instruments suggests manipulation and potential ligation. The structure appears to be the vas deferens, a duct that transports sperm. The green bo... | {
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gmai-2807 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Considering the symptoms visible in the picture, which option corresponds most accurately?
[Choices]
(A) disc swelling and elevation
(B) fundus neoplasm
(C) central retinal vein occlusion
(D) vkh disease
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write... | orig/gmai-2807.png | The image shows a fundus photograph. Let's analyze the visible features to determine the most likely diagnosis.
* **Disc Appearance:** The optic disc appears swollen and elevated. This is a key finding.
* **Vessels:** The retinal vessels appear engorged and dilated, which can be seen in conditions affecting venous... | A | false | {
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} | [
{
"img_path": "flip/gmai-2807__00.png",
"raw": "The image shows a fundus photograph. Let's analyze the features to determine the most likely diagnosis.\n\n* **Disc:** The optic disc appears pale and slightly blurred, but not significantly swollen or elevated. So, (A) is less likely.\n* **Retinal Vessels... | [
{
"img_path": "nonflip/gmai-2807__00.png",
"raw": "The image shows a fundus photograph. Let's analyze the visible features to determine the most likely diagnosis.\n\n* **Disc Appearance:** The optic disc appears swollen and elevated. This is a key finding.\n* **Vessels:** The retinal vessels appear engo... | {
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gmai-2819 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Considering the symptoms visible in the picture, which option corresponds most accurately?
[Choices]
(A) blur fundus without proliferative diabetic retinopathy
(B) central retinal vein occlusion
(C) retinal artery occlusion
(D) epiretinal membrane
Let’s think step by step to reach the answer.
After writing... | orig/gmai-2819.png | The image shows a fundus photograph. Let's analyze the features to determine the most likely diagnosis.
* **Blur fundus:** The overall appearance of the retina is somewhat hazy or blurred, which is a general finding in many retinal diseases.
* **Large area of retinal whitening/pallor:** There's a significant area ... | A | false | {
"flips": 1,
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} | [
{
"img_path": "flip/gmai-2819__00.png",
"raw": "The image shows a fundus photograph. Let's analyze the visible features to determine the most likely diagnosis.\n\n* **Retinal Hemorrhages/Exudates:** There's a significant area of what appears to be retinal hemorrhages and/or exudates in the mid-peripheral ... | [
{
"img_path": "nonflip/gmai-2819__00.png",
"raw": "The image shows a fundus photograph. Let's analyze the features to determine the most likely diagnosis.\n\n* **Blur fundus:** The overall appearance of the retina is somewhat hazy or blurred, which is a general finding that can be associated with various ... | {
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gmai-286 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Focusing on the boxed section of this endoscopy video, what surgical action is in progress?
[Choices]
(A) bladder anastomosis
(B) clipping seminal vesicle
(C) cutting vas deferens
(D) clipping tissue
(E) pulling bladder neck
Let’s think step by step to reach the answer.
After writing your reasoning, on the... | orig/gmai-286.png | The images show a surgical procedure involving a tubular structure (likely the vas deferens) and a surgical instrument that appears to be clipping it. The instrument has jaws that are closing around the structure. The surrounding tissue is reddish, consistent with the pelvic region.
Let's analyze the choices:
* **(... | D | true | {
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} | [
{
"img_path": "flip/gmai-286__00.png",
"raw": "The images show a surgical procedure involving a vessel or tube-like structure being clamped with a device that appears to be a clip applier. The structure being clamped is white and tubular, and the surrounding tissue is reddish. Given the location and the nat... | [
{
"img_path": "nonflip/gmai-286__00.png",
"raw": "The images show a surgical instrument (likely a clip applier) being used on tissue near a tubular structure. The structure appears to be a vas deferens. The instrument is applying clips to the vas deferens. This is consistent with a vasectomy procedure. Clip... | {
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} |
gmai-297 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Which cell type is present in the marked section of the Microscopy image?
[Choices]
(A) inflammatory cell
(B) retinal pigmented epithelium cell
(C) neoplastic cell
(D) cytoplasm
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)... | orig/gmai-297.png | The image shows a cell with a distinct nucleus and cytoplasm. The nucleus appears dark and granular, and there are multiple nucleoli visible within it. The cytoplasm is relatively large and somewhat irregular in shape. Given these characteristics, the cell is most likely a neoplastic cell.
Here's why the other options... | C | false | {
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} | [
{
"img_path": "flip/gmai-297__00.png",
"raw": "The image shows a cell with a distinct nucleus and cytoplasm. The nucleus appears dark and granular, and the cytoplasm is relatively large and somewhat irregular. The presence of dark granules within the cytoplasm suggests the cell might be involved in pigment ... | [
{
"img_path": "nonflip/gmai-297__00.png",
"raw": "The image shows a cell with a distinct nucleus (the dark spots) and cytoplasm (the pink area). The cell has an irregular shape and appears to have multiple nuclei. This morphology is characteristic of neoplastic cells, which are cells that exhibit uncontroll... | {
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gmai-303 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Observe the Microscopy image. Can you identify the organ in the highlight area?
[Choices]
(A) dead cell
(B) inflammatory cell
(C) cytoplasm
(D) spirochaete
(E) epithelial cell
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
w... | orig/gmai-303.png | The image shows a cell-like structure outlined in red. The structure appears to have several dark spots within it. These spots are likely indicative of cellular components or inclusions. The overall shape and the presence of these spots don't strongly suggest a dead cell (A), an inflammatory cell (B), or a spirochaete ... | C | true | {
"flips": 2,
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} | [
{
"img_path": "flip/gmai-303__00.png",
"raw": "The image shows a cell with a distinct nucleus (the darker circular structures) and surrounding material. The red outline highlights the cell's boundary. The cell appears relatively intact, with visible internal structures.\n\nLet's analyze the choices:\n\n* ... | [
{
"img_path": "nonflip/gmai-303__00.png",
"raw": "The image shows a microscopic view of a tissue section. The highlighted area, outlined in red, appears to be a cell with a granular or particulate appearance within it. The dark spots within the highlighted area are likely cellular components.\n\nLet's analy... | {
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} | {
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} |
gmai-32 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | B | [Question]
Focus on the square-highlighted area of this X-ray image. What could be the potential diagnosis?
[Choices]
(A) lung opacity
(B) aortic aneurysm
(C) cardiomegaly
(D) pulmonary consolidation
(E) pneumothorax
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line wri... | orig/gmai-32.png | The square highlights an area in the mediastinum, which is the central compartment of the chest containing the heart, great vessels, trachea, esophagus, and lymph nodes. The highlighted area appears as a relatively dense, elongated structure.
Let's analyze the options:
* **(A) Lung opacity:** Lung opacity refers to... | B | true | {
"flips": 3,
"nonflips": 1,
"total_tries": 4
} | [
{
"img_path": "flip/gmai-32__00.png",
"raw": "The square highlights an area of increased density in the right lung. Let's analyze the options:\n\n* **(A) Lung opacity:** This is a general term for an area of increased density in the lung, which aligns with what we see in the image.\n* **(B) Aortic aneur... | [
{
"img_path": "nonflip/gmai-32__00.png",
"raw": "The square highlights an area in the mediastinum, which is the central compartment of the chest containing the heart, great vessels, trachea, esophagus, and lymph nodes. The highlighted area appears as a relatively bright, elongated structure.\n\nLet's analyz... | {
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gmai-33 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
Given the boxed region in the X-ray image, which abnormality is the image most indicative of?
[Choices]
(A) aortic aneurysm
(B) pulmonary fibrosis
(C) pleural effusion
(D) cardiomegaly
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnsw... | orig/gmai-33.png | The boxed region in the X-ray image appears to show an area of increased opacity in the upper chest, near the hilum of the lung. Let's analyze the options:
* **(A) Aortic aneurysm:** An aortic aneurysm would typically appear as an enlargement of the aorta, which is a large vessel. While it can be seen on a chest X-r... | C | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-33__00.png",
"raw": "The boxed region in the X-ray image appears to show an enlarged mediastinum, specifically the area around the heart and major blood vessels.\n\n(A) Aortic aneurysm: This involves a localized dilation of the aorta. While the mediastinum is widened, the specific a... | [
{
"img_path": "nonflip/gmai-33__00.png",
"raw": "The boxed region in the X-ray image appears to show an area of increased opacity in the upper right lung field. This suggests a fluid-filled space or a mass.\n\n(A) Aortic aneurysm would typically appear as an enlargement of the aorta, which is a vascular str... | {
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gmai-336 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
What is visible in the highlighted area of the Histopathology image?
[Choices]
(A) soft tissue cell
(B) dead cell
(C) epithelial cell
(D) inflammatory cell
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (A)... | orig/gmai-336.png | The highlighted area shows a cell with a prominent, dark-staining nucleus and a relatively small amount of cytoplasm. The nucleus appears condensed and irregular. This morphology is characteristic of inflammatory cells, particularly lymphocytes. The presence of numerous cells with this appearance suggests an inflammato... | D | false | {
"flips": 1,
"nonflips": 1,
"total_tries": 2
} | [
{
"img_path": "flip/gmai-336__00.png",
"raw": "The highlighted area shows a cell with a distinct, condensed nucleus and a relatively clear cytoplasm. The cell appears to be undergoing necrosis, which is a form of cell death. The nucleus is shrunken and darkly stained, a characteristic feature of necrotic ce... | [
{
"img_path": "nonflip/gmai-336__00.png",
"raw": "The highlighted area in the image shows a cell with a distinct, elongated shape and a prominent, eosinophilic cytoplasm. This morphology is characteristic of a red blood cell (erythrocyte). Red blood cells are components of inflammatory infiltrates and are o... | {
"max_tries": 10,
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} | {
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} |
gmai-342 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Observe the Histopathology image. Can you identify the organ in the highlight area?
[Choices]
(A) inflammatory cell
(B) epithelial cell
(C) neoplastic cell
(D) soft tissue cell
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
... | orig/gmai-342.png | The highlighted areas in the image show cells with dark, dense nuclei. These cells are smaller than the surrounding tissue and have a distinct morphology. Given the appearance, these are most likely inflammatory cells, specifically lymphocytes.
Epithelial cells typically have a different shape and staining pattern. Ne... | A | false | {
"flips": 1,
"nonflips": 7,
"total_tries": 8
} | [
{
"img_path": "flip/gmai-342__00.png",
"raw": "The image shows cells with dark, round nuclei surrounded by a lighter cytoplasm. These cells are scattered within a background of connective tissue. The cells appear to be relatively uniform in size and shape.\n\nConsidering the choices:\n\n* **(A) inflammato... | [
{
"img_path": "nonflip/gmai-342__00.png",
"raw": "The highlighted areas in the image show cells with dark, round nuclei and relatively little cytoplasm. These characteristics are consistent with inflammatory cells, particularly lymphocytes. Epithelial cells typically have a more defined shape and more cytop... | {
"max_tries": 10,
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} | {
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} |
gmai-3856 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Please determine which option best matches the content displayed in the image.
[Choices]
(A) monocyte
(B) smudge cell
(C) plasma cell
(D) immature lymphocyte
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer: (X)
where X is one of (... | orig/gmai-3856.png | The image shows a cell with a large, round nucleus that occupies most of the cell's volume. The nucleus is dark-staining and appears relatively smooth. The cytoplasm is a light blue color and is relatively sparse. This morphology is characteristic of an immature lymphocyte, also known as a blast cell.
Let's consider t... | D | false | {
"flips": 1,
"nonflips": 3,
"total_tries": 4
} | [
{
"img_path": "flip/gmai-3856__00.png",
"raw": "The image shows a large cell with a round nucleus that appears dark and densely stained. The cytoplasm is minimal and indistinct. This morphology is characteristic of a smudge cell. Smudge cells are formed during slide preparation due to fragile lymphocytes be... | [
{
"img_path": "nonflip/gmai-3856__00.png",
"raw": "The image shows a cell with a large, round nucleus that occupies most of the cell's volume. The nucleus is dark-staining and appears relatively smooth. The cytoplasm is a light blue color and appears scant. This morphology is characteristic of an immature l... | {
"max_tries": 10,
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} | {
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} |
gmai-58 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | A | [Question]
In the area enclosed by a box in this X-ray image, what pathology is most likely present?
[Choices]
(A) bone fracture
(B) atelectasis
(C) diffuse pulmonary nodule
(D) pulmonary mass
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write exactly:
FinalAnswer:... | orig/gmai-58.png | The image shows a chest X-ray. The red box highlights an area in the mediastinum, the central compartment of the chest. Within this area, there appears to be a well-defined, relatively dense opacity.
Let's analyze the options:
* **(A) Bone fracture:** Fractures typically appear as sharp, linear breaks in bone. This... | D | false | {
"flips": 1,
"nonflips": 4,
"total_tries": 5
} | [
{
"img_path": "flip/gmai-58__00.png",
"raw": "The X-ray image shows a region of increased opacity within the left lung, enclosed by the red box. Let's analyze the options:\n\n* **(A) Bone fracture:** Fractures typically appear as sharp, linear densities and are not usually seen in the lung parenchyma. The... | [
{
"img_path": "nonflip/gmai-58__00.png",
"raw": "The image shows a chest X-ray. The red box highlights an area in the left lung field. The area within the box appears as a well-defined, relatively dense opacity compared to the surrounding lung tissue.\n\n(A) Bone fracture: This is unlikely as the area is wi... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"deterministic": true,
"repetition": 1
} |
gmai-72 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | C | [Question]
Given the boxed region in the X-ray image, which abnormality is the image most indicative of?
[Choices]
(A) bone fracture
(B) pleural thickening
(C) pulmonary mass
(D) pulmonary nodule
(E) atelectasis
Let’s think step by step to reach the answer.
After writing your reasoning, on the very last line write ex... | orig/gmai-72.png | The boxed region in the X-ray image shows a large area of increased opacity in the left lung. This area is not well-defined and appears to be occupying a significant portion of the lung.
Let's analyze the choices:
(A) Bone fracture: This would involve the bones, which are not the primary concern in the boxed region.
(... | C | true | {
"flips": 1,
"nonflips": 2,
"total_tries": 3
} | [
{
"img_path": "flip/gmai-72__00.png",
"raw": "The image shows a chest X-ray. The boxed region highlights the left lung. The lung appears significantly darker than the right lung, indicating a lack of air within the left lung. This is characteristic of atelectasis, which is the complete or partial collapse o... | [
{
"img_path": "nonflip/gmai-72__00.png",
"raw": "The boxed region in the X-ray image shows an area of increased opacity in the left lung. This area appears somewhat homogenous and has ill-defined borders.\n\nLet's analyze the options:\n\n* **(A) Bone fracture:** This is unlikely as the opacity is within t... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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"repetition": 1
} |
gmai-729 | train | 0 | window_level | null | 1 | google/gemma-3-12b-it | 0 | D | [Question]
Given that this is a Dermoscopy image, which option would be the most fitting for the marked area?
[Choices]
(A) milia like cyst skin lesion
(B) globules skin lesion
(C) streaks skin lesion
(D) negative network skin lesion
(E) pigment network skin lesion
Let’s think step by step to reach the answer.
After ... | orig/gmai-729.png | The image shows a dermoscopic view of a skin lesion. The marked area consists of small, round, and somewhat clustered structures. These structures resemble small cysts or bumps.
Let's analyze the options:
(A) milia like cyst skin lesion: This aligns well with the appearance of the marked area, which looks like small c... | A | false | {
"flips": 3,
"nonflips": 1,
"total_tries": 4
} | [
{
"img_path": "flip/gmai-729__00.png",
"raw": "The image shows a dermoscopic view of a skin lesion. The marked area consists of a pattern of interconnected, fine, dark brown lines within the lesion. This pattern is characteristic of a pigment network.\n\nLet's analyze the options:\n(A) milia like cyst skin ... | [
{
"img_path": "nonflip/gmai-729__00.png",
"raw": "The image shows a dermoscopic view of a skin lesion. The marked area consists of small, round, and somewhat elevated structures. These structures resemble small cysts or white spots.\n\nLet's analyze the options:\n(A) milia like cyst skin lesion: This aligns... | {
"max_tries": 10,
"max_pairs": 50,
"early_tries": 8,
"slicing": "if total_flips==0 -> nonflips<=1; else -> nonflips<=total_flips (total_flips=flips)"
} | {
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} |
End of preview.
FlipDir — Answer-Flip Testbeds under Benign Visual Variations
Model-conditioned testbeds of answer flips: cases where a vision–language model changes its final answer under a benign visual variation (exposure, white balance, JPEG, blur, small rotation) that a human would treat as inconsequential. Companion data for the FlipDir defense — code at https://github.com/YeonsungJung/FlipDir.
What is (and isn't) here
Each testbed ships the metadata + seeds + variation parameters + flip labels, not the rendered images. Because generation is deterministic (batch-1 greedy, fixed seed chain), the varied images regenerate byte-for-byte from the original source image + the stored seed/params using the released code. This keeps the release small and avoids redistributing the source datasets' images.
Regenerate images:
# in the code repo, with the same seed
bash run_ours.sh <qwen8b|gemma12b> <attack> gen
Layout
paper/<model>/<testbed>/<split>/meta/*.json # settings used in the paper
etc/<model>/<testbed>/<split>/meta/*.json # extra intensity/seed variants
<model> = qwen3vl-8b | gemma-3-12b
<testbed> = exposure_shift | wb_shift | jpeg_double (M3CoT, science)
exposure_shift_robo | brightness_shift_robo | motion_shake_robo (Robo2VLM)
window_level | medical_blur | detector_rotation (GMAI-MMBench, medical)
<split> = train | test
A flip label is defined relative to the model's own clean-image answer, so every testbed
is built per model. Current release: Gemma-3-12B all 9 testbeds; Qwen3-VL-8B 7 of 9
(robotics exposure_shift_robo / brightness_shift_robo are being regenerated).
Metadata schema (per parent question)
id, split, category_rank, attack, text_attack, image_attack_intensity, model, seed, gt, prompt, orig_img_path, orig_raw, orig_norm, orig_correct, raw_counts, flips, nonflips, limits, gen_cfg — orig_norm is the clean-image answer, flips/nonflips list the
varied children and their (raw, normalized) outputs, seed+image_attack_intensity
reproduce the variation, orig_img_path points into the source dataset.
Source datasets (obtain images from the originals)
- M3CoT — science reasoning · https://huggingface.co/datasets/LightChen2333/M3CoT
- Robo2VLM — robot-scene VQA · https://huggingface.co/datasets/keplerc/Robo2VLM
- GMAI-MMBench — medical VQA · https://huggingface.co/datasets/OpenGVLab/GMAI-MMBench
Please follow each source dataset's license for the underlying images.
Citation
FlipDir (preprint). Code and paper: https://github.com/YeonsungJung/FlipDir
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