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1714394113.712092_fig
A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A man in a suit, on stilts, reads the newspaper while walking and playing piano.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a man, but it is missing the specific context of a man in a black jacket and blue shorts holding a sandwich in front of a brick building with a sloped roof, as another person lies on the ground in distress.</thinking>\nVideo caption: \"A man in a suit, on stilts, reads the newspaper while walking and playing piano.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man in a black jacket and blue shorts stands in front of a brick building with a sloped roof, holding a sandwich, while another person lies on the ground in distress..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_gpmrwsV9skQ.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_jsxrJJkUl2E.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.712092_fig
A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A man in a suit, on stilts, reads the newspaper while walking and playing piano.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a man, but it is missing the specific context of a man in a black jacket and blue shorts holding a sandwich in front of a brick building with a sloped roof, as another person lies on the ground in distress.</thinking>\nVideo caption: \"A man in a suit, on stilts, reads the newspaper while walking and playing piano.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man in a black jacket and blue shorts stands in front of a brick building with a sloped roof, holding a sandwich, while another person lies on the ground in distress..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_gpmrwsV9skQ.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_jsxrJJkUl2E.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.712092_fig
A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_jsxrJJkUl2E.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.712092_fig
A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"Men in jerseys stand around with crossed arms amidst town square activities.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of men in a public setting, but it is missing the specific details of a man in a black jacket and blue shorts holding a sandwich in front of a brick building with a sloped roof, as another person lies on the ground in distress.</thinking>\nVideo caption: \"Men in jerseys stand around with crossed arms amidst town square activities.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man wearing a black jacket and blue shorts stands in front of a brick building with a sloped roof, holding a sandwich, while another person lies on the ground in distress..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_WmQC309JCAI.mkv", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_jsxrJJkUl2E.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.712092_fig
A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"Men in jerseys stand around with crossed arms amidst town square activities.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of men in a public setting, but it is missing the specific details of a man in a black jacket and blue shorts holding a sandwich in front of a brick building with a sloped roof, as another person lies on the ground in distress.</thinking>\nVideo caption: \"Men in jerseys stand around with crossed arms amidst town square activities.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man wearing a black jacket and blue shorts stands in front of a brick building with a sloped roof, holding a sandwich, while another person lies on the ground in distress..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man is featured in replays, standing in front of a brick building with a sloped roof, wearing a black jacket and blue shorts, holding a sandwich, as another person lies on the ground in distress.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_WmQC309JCAI.mkv", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_jsxrJJkUl2E.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.74587_fig
A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dVLIfsEMD8Y.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.74587_fig
A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A person throws darts at a dartboard with orange and black colors, the background is a wall with a painting of a truck.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a dartboard, but it is missing the specific details of a man achieving a bullseye hit on a dartboard mounted on a beige wall with a green board to the left, surrounded by numbered rings.</thinking>\nVideo caption: \"A person throws darts at a dartboard with orange and black colors, the background is a wall with a painting of a truck.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man achieves a bullseye hit on a dartboard mounted on a beige wall, with a green board to the left and surrounded by numbered rings..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_MRpg1K7YWSE.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dVLIfsEMD8Y.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.74587_fig
A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dVLIfsEMD8Y.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.74587_fig
A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dVLIfsEMD8Y.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.74587_fig
A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A successful throw results in a red dart hitting the bullseye on a standard dartboard with a black background and orange and white scoring lines, mounted on a white wall.\". This video does not contain the queried moment. The retrieved scene looks similar due to both featuring a successful dart throw hitting the bullseye, but it is missing the specific details of the beige wall, the green board to the left, and the numbered rings surrounding the dartboard.</thinking>\nVideo caption: \"A successful throw results in a red dart hitting the bullseye on a standard dartboard with a black background and orange and white scoring lines, mounted on a white wall.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man achieves a bullseye hit with a dart on a dartboard mounted on a beige wall, with a green board to the left and surrounded by numbered rings..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man, holding a dart in hand, achieves a bullseye hit on the dartboard, mounted on a beige wall with a green board to the left, surrounded by numbered rings.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_fpWOf1DR1oA.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dVLIfsEMD8Y.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.700423_fig
A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_x08PpU3uQ6Y.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.700423_fig
A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman wearing a white shirt kneels next to a water hose and a large tub, inserting the hose into the tub as she prepares for laundry or other water-related tasks in an outdoor setting.\". This video does not contain the queried moment. The retrieved scene looks similar due to the woman wearing a white shirt and kneeling, but it is missing the grassy area, the body of water, and the large plastic bag on the ground.</thinking>\nVideo caption: \"A woman wearing a white shirt kneels next to a water hose and a large tub, inserting the hose into the tub as she prepares for laundry or other water-related tasks in an outdoor setting.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A woman in a white shirt is kneeling next to a large plastic bag on the ground in a grassy area near a lake..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_IOoj4yWCoPg.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_x08PpU3uQ6Y.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.700423_fig
A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a white shirt performs household chores in a natural environment, washing clothes by pouring water from a blue bucket onto them.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a woman in a white shirt and an outdoor setting, but it is missing the specific actions of kneeling down next to a large plastic bag and the context of being near a body of water, possibly a lake.</thinking>\nVideo caption: \"A woman in a white shirt performs household chores in a natural environment, washing clothes by pouring water from a blue bucket onto them.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A woman in a white shirt kneels down next to a large plastic bag in a grassy area near a body of water, possibly a lake..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_AG2g8djPKV0.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_x08PpU3uQ6Y.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.700423_fig
A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a dark-colored outfit washes items by a metal container in the rain, surrounded by other individuals in casual clothing, standing at various distances and observing her actions, in an outdoor setting with a wet and muddy ground.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a woman in an outdoor setting, but it is missing the specific details of her wearing a white shirt, kneeling next to a large plastic bag, and being near a body of water, which are key elements of the intended scene.</thinking>\nVideo caption: \"A woman in a dark-colored outfit washes items by a metal container in the rain, surrounded by other individuals in casual clothing, standing at various distances and observing her actions, in an outdoor setting with a wet and muddy ground.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A woman in a white shirt kneels next to a large plastic bag on the ground in a grassy area near a body of water, possibly a lake..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_w1qa9NOiFbE.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_x08PpU3uQ6Y.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.700423_fig
A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a dark-colored outfit washes items by a metal container in the rain, surrounded by other individuals in casual clothing, standing at various distances and observing her actions, in an outdoor setting with a wet and muddy ground.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a woman in an outdoor setting, but it is missing the specific details of her wearing a white shirt, kneeling next to a large plastic bag, and being near a body of water, which are key elements of the intended scene.</thinking>\nVideo caption: \"A woman in a dark-colored outfit washes items by a metal container in the rain, surrounded by other individuals in casual clothing, standing at various distances and observing her actions, in an outdoor setting with a wet and muddy ground.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A woman in a white shirt kneels next to a large plastic bag on the ground in a grassy area near a body of water, possibly a lake..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a white shirt is shown standing in a grassy area near a body of water, possibly a lake, and then kneels down next to a large plastic bag on the ground.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_w1qa9NOiFbE.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_x08PpU3uQ6Y.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.727456_fig
A man facilitates blindfolded kids' turns at a pinata game.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man facilitates blindfolded kids' turns at a pinata game.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A blindfolded boy takes multiple swings at a pinata in a home setting, surrounded by children in dark clothing, with bookshelves in the background.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a pinata and blindfolded children, but it is missing the key element of a man facilitating the turns of the kids at the game.</thinking>\nVideo caption: \"A blindfolded boy takes multiple swings at a pinata in a home setting, surrounded by children in dark clothing, with bookshelves in the background.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man facilitates the turns of blindfolded kids as they take swings at a pinata game..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man facilitates blindfolded kids' turns at a pinata game.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_jqW7r60gOzE.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_rC24UspQv14.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.727456_fig
A man facilitates blindfolded kids' turns at a pinata game.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man facilitates blindfolded kids' turns at a pinata game.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man facilitates blindfolded kids' turns at a pinata game.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_rC24UspQv14.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.727456_fig
A man facilitates blindfolded kids' turns at a pinata game.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man facilitates blindfolded kids' turns at a pinata game.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man facilitates blindfolded kids' turns at a pinata game.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_rC24UspQv14.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.727456_fig
A man facilitates blindfolded kids' turns at a pinata game.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man facilitates blindfolded kids' turns at a pinata game.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A pinata party moment: a boy strikes the pinata, a woman distributes bags to excited kids.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a pinata and kids, but it is missing the element of blindfolded children taking turns facilitated by a man.</thinking>\nVideo caption: \"A pinata party moment: a boy strikes the pinata, a woman distributes bags to excited kids.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man facilitates turns for blindfolded kids at a pinata game..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man facilitates blindfolded kids' turns at a pinata game.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_DRI64Xoxy5w.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_rC24UspQv14.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.727456_fig
A man facilitates blindfolded kids' turns at a pinata game.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A man facilitates blindfolded kids' turns at a pinata game.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A man facilitates blindfolded kids' turns at a pinata game.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A man facilitates blindfolded kids' turns at a pinata game.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_rC24UspQv14.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.687865_fig
In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_1FMjfLRpXwM.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.687865_fig
In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"In a hair salon, a client with short hair sits in a chair while a hairstylist dries and sprays his hair to create a textured, spiky look.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a hairstylist and hair products, but it is missing the model with dark hair and the visible 'JOICO' brand on a plain white wall.</thinking>\nVideo caption: \"In a hair salon, a client with short hair sits in a chair while a hairstylist dries and sprays his hair to create a textured, spiky look.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A hairstylist sprays hairspray on a model's dark hair in front of a plain white wall that displays the 'JOICO' brand..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"The man dries and applies product to the woman's hair with a round brush and his hands.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of hairstyling activity, but it is missing the specific action of spraying hairspray on dark hair and the visibility of the 'JOICO' brand on a plain white wall.</thinking>\nVideo caption: \"The man dries and applies product to the woman's hair with a round brush and his hands.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A hairstylist sprays hairspray on a model's dark hair in front of a plain white wall displaying the 'JOICO' brand..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_TT2e7-NbUxo.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_QDjaaUtepHo.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_1FMjfLRpXwM.mp4" ]
{ "episode_type": "T4", "soft_policy": "slot8 + slot4" }
1714394113.687865_fig
In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"In a hair salon, a client with short hair sits in a chair while a hairstylist dries and sprays his hair to create a textured, spiky look.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a hairstylist and hair products, but it is missing the model with dark hair and the visible 'JOICO' brand on a plain white wall.</thinking>\nVideo caption: \"In a hair salon, a client with short hair sits in a chair while a hairstylist dries and sprays his hair to create a textured, spiky look.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A hairstylist sprays hairspray on a model's dark hair in front of a plain white wall that displays the 'JOICO' brand..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"The man dries and applies product to the woman's hair with a round brush and his hands.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of hairstyling activity, but it is missing the specific action of spraying hairspray on dark hair and the visibility of the 'JOICO' brand on a plain white wall.</thinking>\nVideo caption: \"The man dries and applies product to the woman's hair with a round brush and his hands.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A hairstylist sprays hairspray on a model's dark hair in front of a plain white wall displaying the 'JOICO' brand..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_TT2e7-NbUxo.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_QDjaaUtepHo.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_1FMjfLRpXwM.mp4" ]
{ "episode_type": "T4", "soft_policy": "slot8 + slot4" }
1714394113.687865_fig
In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"In a hair salon, a stylist, with short hair and wearing a black shirt, sprays a hair product on a client's long brown hair, using a large mirror for reference.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a hairstylist spraying a hair product, but it is missing the specific details of the model's dark hair and the visible 'JOICO' brand on a plain white wall.</thinking>\nVideo caption: \"In a hair salon, a stylist, with short hair and wearing a black shirt, sprays a hair product on a client's long brown hair, using a large mirror for reference.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A hairstylist sprays hairspray on a model's dark hair in front of a plain white wall that prominently displays the 'JOICO' brand..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_ZuuY0xffLYE.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_1FMjfLRpXwM.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.687865_fig
In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In the background, a hairstylist sprays hairspray on a model's dark hair, with a plain white wall displaying the 'JOICO' brand visible.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_1FMjfLRpXwM.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.695243_fig
An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_J4WbF-bJ1T8.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.695243_fig
An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"In the confines of a white-walled room, two adversaries clash swords, their focused expressions and determined stances evident as they exchange attacks.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of two adversaries engaged in a combat scenario, but it is missing the animated graphic, the grid pattern, and the elements of solar panels and conductive strips that characterize the intended scene.</thinking>\nVideo caption: \"In the confines of a white-walled room, two adversaries clash swords, their focused expressions and determined stances evident as they exchange attacks.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: An animated graphic features a grid pattern showcasing two fencers, with interconnected solar panels and conductive strips integrated into the design..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_Vk-aKj0R65o.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_J4WbF-bJ1T8.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.695243_fig
An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A guy indicates fencing match outcomes amidst referee and engaged crowd.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of fencers, but it is missing the animated graphic, grid pattern, interconnected solar panels, and conductive strips that are key elements of the intended scene.</thinking>\nVideo caption: \"A guy indicates fencing match outcomes amidst referee and engaged crowd.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: An animated graphic shows a grid pattern featuring two fencers alongside interconnected solar panels and conductive strips..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_DuLweixeP8I.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_J4WbF-bJ1T8.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.695243_fig
An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_J4WbF-bJ1T8.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.695243_fig
An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"In the confines of a white-walled room, two adversaries clash swords, their focused expressions and determined stances evident as they exchange attacks.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of two adversaries engaged in a combat scenario, but it is missing the animated graphic, the grid pattern, and the elements of solar panels and conductive strips that characterize the intended scene.</thinking>\nVideo caption: \"In the confines of a white-walled room, two adversaries clash swords, their focused expressions and determined stances evident as they exchange attacks.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: An animated graphic features a grid pattern showcasing two fencers, with interconnected solar panels and conductive strips integrated into the design..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"An animated graphic displays a grid pattern of two fencers with interconnected solar panels and conductive strips.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_Vk-aKj0R65o.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_J4WbF-bJ1T8.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.714167_fig
A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"Divers execute diverse jumps and flips from various platforms at an indoor aquatic center.\". This video does not contain the queried moment. The retrieved scene looks similar due to both featuring divers performing jumps in an indoor aquatic setting, but it is missing the specific context of the highest diving point marked with the word INDIANA and the cheering spectators present in the intended scene.</thinking>\nVideo caption: \"Divers execute diverse jumps and flips from various platforms at an indoor aquatic center.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In an indoor swimming pool, divers take turns executing impressive flips from the highest diving point marked with the word INDIANA, landing in the pool while surrounded by cheering spectators..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a white top smiles and laughs, looking down during a conversation with the camera, while the background shows a beige wall with a light switch.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a woman in both scenes, but it is missing the light-colored hair, the man with a bandage on his head, the red top, the close-up framing, and the blurred indoor background.</thinking>\nVideo caption: \"A woman in a white top smiles and laughs, looking down during a conversation with the camera, while the background shows a beige wall with a light switch.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A close-up image of a woman with light-colored hair examining a man wearing a red top and a bandage on his head, with a blurred indoor background..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_vcE8e-fQBhs.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_yDCZNNI3tDo.mkv", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_VNMj5YKHEsY.mp4" ]
{ "episode_type": "OUT", "soft_policy": "slot8 + slot4" }
1714394113.714167_fig
A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_VNMj5YKHEsY.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.714167_fig
A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A man talks to a woman while holding sunblock; she ties her hair.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a woman and a man, but it is missing the close-up examination of a man with a bandage on his head and a red top, as well as the blurred indoor background.</thinking>\nVideo caption: \"A man talks to a woman while holding sunblock; she ties her hair.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A close-up image of a woman with light-colored hair examining a man with a bandage on his head and wearing a red top, set against a blurred indoor background..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_T8nteSe3U9Q.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_VNMj5YKHEsY.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.714167_fig
A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_VNMj5YKHEsY.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.714167_fig
A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman with light-colored hair examines a man with a bandage on his head and a red top in a close-up image with a blurred indoor background.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_VNMj5YKHEsY.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.67749_fig
In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"Men in swimsuits perform daring dives from a high yellow diving board into a clear indoor swimming pool, with several other swimmers and divers in the background.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of an indoor swimming pool and divers, but it is missing the specific detail of the highest diving point marked with the word INDIANA and the impressive flips executed by the divers before landing into the pool, surrounded by cheering spectators.</thinking>\nVideo caption: \"Men in swimsuits perform daring dives from a high yellow diving board into a clear indoor swimming pool, with several other swimmers and divers in the background.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In an indoor swimming pool, divers take turns executing impressive flips from the highest diving point marked with the word INDIANA, landing into the pool while being cheered on by spectators..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_JA-B3KK9A-I.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dSHw52PBi5I.mkv" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.67749_fig
In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"Indoor diving competition or practice: Several clips show athletes diving into a pool, but some fail mid-air, surrounded by a cheering crowd.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of divers and a cheering crowd, but it is missing the specific context of the highest diving point marked with the word INDIANA and the execution of impressive flips before landing into the pool.</thinking>\nVideo caption: \"Indoor diving competition or practice: Several clips show athletes diving into a pool, but some fail mid-air, surrounded by a cheering crowd.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In an indoor swimming pool, divers take turns at the highest diving point labeled INDIANA, performing impressive flips before landing in the water, while a crowd of spectators cheers them on..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"Divers execute diverse jumps and flips from various platforms at an indoor aquatic center.\". This video does not contain the queried moment. The retrieved scene looks similar due to both featuring divers performing jumps in an indoor aquatic setting, but it is missing the specific context of the highest diving point marked with the word INDIANA and the cheering spectators present in the intended scene.</thinking>\nVideo caption: \"Divers execute diverse jumps and flips from various platforms at an indoor aquatic center.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In an indoor swimming pool, divers take turns executing impressive flips from the highest diving point marked with the word INDIANA, landing in the pool while surrounded by cheering spectators..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_7EEpIeXhO54.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_vcE8e-fQBhs.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dSHw52PBi5I.mkv" ]
{ "episode_type": "T4", "soft_policy": "slot8 + slot4" }
1714394113.67749_fig
In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"At an indoor swimming competition, divers take turns diving from a pristine white high dive platform into a clear blue swimming pool, watched by an attentive audience seated on bleachers.\". This video does not contain the queried moment. The retrieved scene looks similar due to both being set in an indoor swimming environment with divers, but it is missing the specific high diving point marked with the word INDIANA and the impressive flips executed by the divers before landing into the pool, as well as the cheering spectators.</thinking>\nVideo caption: \"At an indoor swimming competition, divers take turns diving from a pristine white high dive platform into a clear blue swimming pool, watched by an attentive audience seated on bleachers.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In an indoor swimming pool, divers perform impressive flips from a high diving point labeled INDIANA, landing in the water while surrounded by enthusiastic spectators..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_j_tKuqWYV-A.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dSHw52PBi5I.mkv" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.67749_fig
In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"At an indoor swimming competition, divers take turns diving from a pristine white high dive platform into a clear blue swimming pool, watched by an attentive audience seated on bleachers.\". This video does not contain the queried moment. The retrieved scene looks similar due to both being set in an indoor swimming environment with divers, but it is missing the specific high diving point marked with the word INDIANA and the impressive flips executed by the divers before landing into the pool, as well as the cheering spectators.</thinking>\nVideo caption: \"At an indoor swimming competition, divers take turns diving from a pristine white high dive platform into a clear blue swimming pool, watched by an attentive audience seated on bleachers.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In an indoor swimming pool, divers perform impressive flips from a high diving point labeled INDIANA, landing in the water while surrounded by enthusiastic spectators..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_j_tKuqWYV-A.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dSHw52PBi5I.mkv" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.67749_fig
In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In an indoor swimming pool, divers take turns at the highest diving point, marked with the word INDIANA, executing impressive flips before landing into the pool, surrounded by cheering spectators\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_dSHw52PBi5I.mkv" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.708267_fig
A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_N3rFdrfE3q8.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.708267_fig
A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A man in a blue V-neck T-shirt, seated in front of a drum set, gestures while holding two sticks.\". This video does not contain the queried moment. The retrieved scene looks similar due to both men sitting in front of a drum set and holding drumsticks, but it is missing the brown shirt, the microphone stand, and the specific action of speaking to the camera while looking around at the surroundings.</thinking>\nVideo caption: \"A man in a blue V-neck T-shirt, seated in front of a drum set, gestures while holding two sticks.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A man in a brown shirt sits in front of a drum set with a microphone stand, speaking to the camera while holding drumsticks and looking around..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A young boy is in a yard, wearing a yellow shirt and using a red leaf blower to blow leaves around in front of a house, with some grass and scattered leaves in the yard.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a young boy outdoors, but it is missing the specific details of the boy's red and black jacket, the action of picking up a rake, and the context of carrying it towards a garden.</thinking>\nVideo caption: \"A young boy is in a yard, wearing a yellow shirt and using a red leaf blower to blow leaves around in front of a house, with some grass and scattered leaves in the yard.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A young boy wearing a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v__jT57LdAHUs.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_FhGOGbL-A84.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_N3rFdrfE3q8.mp4" ]
{ "episode_type": "OUT", "soft_policy": "slot8 + slot4" }
1714394113.708267_fig
A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A little kid stands on dry leaves, raking them with a small rake.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a young child using a rake, but it is missing the specific details of the boy wearing a red and black jacket and carrying the rake towards a garden on a sidewalk.</thinking>\nVideo caption: \"A little kid stands on dry leaves, raking them with a small rake.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A young boy wearing a red and black jacket stands on a sidewalk, carrying a rake towards a garden..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_q8mReXud6fE.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_N3rFdrfE3q8.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.708267_fig
A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_N3rFdrfE3q8.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.708267_fig
A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A young boy in a red and black jacket stands on a sidewalk, picking up a rake and carrying it towards a garden.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_N3rFdrfE3q8.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.693596_fig
A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v__NwkwvaC7Bg.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.693596_fig
A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v__NwkwvaC7Bg.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.693596_fig
A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v__NwkwvaC7Bg.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.693596_fig
A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a lacy black and white bra sits in a dimly lit room, surrounded by bright spotlights, smoking a cigarette.\". This video does not contain the queried moment. The retrieved scene looks similar due to the dim lighting, but it is missing the calm delivery of a message, the presence of a woman in a black shirt, and the hay backdrop.</thinking>\nVideo caption: \"A woman in a lacy black and white bra sits in a dimly lit room, surrounded by bright spotlights, smoking a cigarette.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A woman in a black shirt stands calmly before a dimly lit hay backdrop, delivering a message to the camera..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A girl in a black shirt, holding a microphone and displaying a tattoo on her arm, sits down and talks in a room with a couch and a window view.\". This video does not contain the queried moment. The retrieved scene looks similar due to both featuring a person in a black shirt, but it is missing the calm demeanor of a woman delivering a message in front of a dimly lit hay backdrop with steady composure.</thinking>\nVideo caption: \"A girl in a black shirt, holding a microphone and displaying a tattoo on her arm, sits down and talks in a room with a couch and a window view.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A woman stands calmly before a dimly lit hay backdrop, delivering a message to the camera while wearing a black shirt..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_zuNQFkkyBNo.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_Bg_CMSihJl0.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v__NwkwvaC7Bg.mp4" ]
{ "episode_type": "T4", "soft_policy": "slot8 + slot4" }
1714394113.693596_fig
A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A woman in a black shirt delivers a calm message to the camera, standing before a dimly lit hay backdrop with steady composure.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v__NwkwvaC7Bg.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.705878_fig
In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a room with a couch and blinds on the window, wears a black top and long brown hair, and continues lifting up her cigarette and blowing smoke into the distance.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a woman holding a cigarette, but it is missing the specific details of the dimly lit room, the young woman with long blonde hair, and the tattoo on her left arm.</thinking>\nVideo caption: \"A woman in a room with a couch and blinds on the window, wears a black top and long brown hair, and continues lifting up her cigarette and blowing smoke into the distance.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm relaxes in a spotlight, pushing her hair back while holding a cigarette..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_QCBaT1NJ32E.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_zuNQFkkyBNo.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.705878_fig
In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A young woman with blonde hair and red nails sits in a plain bedroom, talking to the camera while smoking a cigarette and displaying a bottle of blue nail polish on a small table.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a young woman with blonde hair smoking a cigarette, but it is missing the dimly lit room, the spotlight, the tattoo on her left arm, and the action of pushing her hair back.</thinking>\nVideo caption: \"A young woman with blonde hair and red nails sits in a plain bedroom, talking to the camera while smoking a cigarette and displaying a bottle of blue nail polish on a small table.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm relaxes in a spotlight, pushing her hair back while holding a cigarette..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_j73Ks4r5tbg.mkv", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_zuNQFkkyBNo.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.705878_fig
In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_zuNQFkkyBNo.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.705878_fig
In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a room with a couch and blinds on the window, wears a black top and long brown hair, and continues lifting up her cigarette and blowing smoke into the distance.\". This video does not contain the queried moment. The retrieved scene looks similar due to the presence of a woman holding a cigarette, but it is missing the specific details of the dimly lit room, the young woman with long blonde hair, and the tattoo on her left arm.</thinking>\nVideo caption: \"A woman in a room with a couch and blinds on the window, wears a black top and long brown hair, and continues lifting up her cigarette and blowing smoke into the distance.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm relaxes in a spotlight, pushing her hair back while holding a cigarette..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_QCBaT1NJ32E.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_zuNQFkkyBNo.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.705878_fig
In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"In a dimly lit room, a young woman with long blonde hair and a tattoo on her left arm, relaxes in a spotlight, pushing her hair back and holding a cigarette.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_zuNQFkkyBNo.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.718649_fig
Hose washes, squeegee dries: person cleans and finishes Porsche.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: Hose washes, squeegee dries: person cleans and finishes Porsche.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A man in black clothes cleans the white car's exterior and interior with cleaner, as evidenced by the close-up of the car's logo, black dashboard, and red wheel interior.\". This video does not contain the queried moment. The retrieved scene looks similar due to the act of cleaning a car, but it is missing the specific actions of washing with a hose and drying with a squeegee, as well as the detail that the car being cleaned is a Porsche.</thinking>\nVideo caption: \"A man in black clothes cleans the white car's exterior and interior with cleaner, as evidenced by the close-up of the car's logo, black dashboard, and red wheel interior.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A person uses a hose to wash and a squeegee to dry a Porsche, completing the cleaning process..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"Hose washes, squeegee dries: person cleans and finishes Porsche.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_srXhWAGzd-s.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_SwQbnQX7LCQ.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.718649_fig
Hose washes, squeegee dries: person cleans and finishes Porsche.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: Hose washes, squeegee dries: person cleans and finishes Porsche.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"Hose washes, squeegee dries: person cleans and finishes Porsche.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_SwQbnQX7LCQ.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.718649_fig
Hose washes, squeegee dries: person cleans and finishes Porsche.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: Hose washes, squeegee dries: person cleans and finishes Porsche.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"Hose washes, squeegee dries: person cleans and finishes Porsche.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_SwQbnQX7LCQ.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.718649_fig
Hose washes, squeegee dries: person cleans and finishes Porsche.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: Hose washes, squeegee dries: person cleans and finishes Porsche.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A roofer installs shingles, overlapping them and securing with a nail gun.\". This video does not contain the queried moment. The retrieved scene looks similar due to both involving roofing work, but it is missing the large pile of pinkish-brown insulation material and the visible person's hand involved in the installation process.</thinking>\nVideo caption: \"A roofer installs shingles, overlapping them and securing with a nail gun.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A person's hand is installing a large pile of pinkish-brown insulation material on a metal roofing sheet..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A man in a yellow vest washes a black Maserati in a busy parking lot, paying close attention to the car's tires as they are scrubbed with soap.\". This video does not contain the queried moment. The retrieved scene looks similar due to the act of washing a car, but it is missing the specific details of a person cleaning and finishing a Porsche with a squeegee, as well as the context of the scene being focused on the Porsche rather than a Maserati in a busy parking lot.</thinking>\nVideo caption: \"A man in a yellow vest washes a black Maserati in a busy parking lot, paying close attention to the car's tires as they are scrubbed with soap.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A person uses a hose to wash and a squeegee to dry a Porsche, completing the cleaning process..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"Hose washes, squeegee dries: person cleans and finishes Porsche.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_AJtJcV2_l1Q.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_OVf4tUiUqA0.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_SwQbnQX7LCQ.mp4" ]
{ "episode_type": "OUT", "soft_policy": "slot8 + slot4" }
1714394113.718649_fig
Hose washes, squeegee dries: person cleans and finishes Porsche.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: Hose washes, squeegee dries: person cleans and finishes Porsche.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"Hose washes, squeegee dries: person cleans and finishes Porsche.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"Hose washes, squeegee dries: person cleans and finishes Porsche.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_SwQbnQX7LCQ.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.675355_fig
A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_HCub1SN4X20.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.675355_fig
A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_HCub1SN4X20.mp4" ]
{ "episode_type": "T2", "soft_policy": "slot8 + slot4" }
1714394113.675355_fig
A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A woman in a white shirt and blue jeans swings on a swing set in a park, holding a banana and looking down at her hand.\". This video does not contain the queried moment. The retrieved scene looks similar due to both featuring a person swinging in a park, but it is missing the specific details of a girl in a black outfit jumping off sandy ground onto grass patches, surrounded by trees and bushes.</thinking>\nVideo caption: \"A woman in a white shirt and blue jeans swings on a swing set in a park, holding a banana and looking down at her hand.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A girl in a black outfit swings on a swing with yellow handles in a park, jumping off sandy ground and landing on grass patches, surrounded by trees and bushes..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_YKLZAgdkFrk.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_HCub1SN4X20.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
1714394113.675355_fig
A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.
[ { "content": "You are a multi-turn video retrieval assistant.\nYour goal is to determine whether a retrieved video matches the original query.\n\nYou will generate a latent query representation for retrieval.\nThis representation is not human-readable.\n\nOutput rules (MUST follow exactly):\n- Turn 1: output `New query:` followed by <SOFT_BOS> and exactly 8 soft tokens, then <SOFT_EOS>.\n- Turn 2+: if not matched, output <thinking>, then `New query:` with <SOFT_ADD> and exactly 4 soft tokens.\n- If not matched, also describe the most relevant moment in the retrieved video w.r.t the query.\n- Always output <answer>matched</answer> or <answer>not_matched</answer>.\n- Do not invent details beyond the query or retrieved video content.\n", "role": "system" }, { "content": "Query: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Generate a retrieval-oriented query representation.", "role": "user" }, { "content": "New query: <SOFT_BOS> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> <SOFT_4> <SOFT_5> <SOFT_6> <SOFT_7> <SOFT_EOS>\nQuery rewrite: A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Decide whether the video matches the query. If not matched, explain briefly, describe the most relevant moment in the video, and rewrite the query representation.", "role": "user" }, { "content": "<thinking>This video is about \"A young girl in a pink dress is happily swinging back and forth on a black swing in a park setting, with a blue swing and a bench nearby.\". This video does not contain the queried moment. The retrieved scene looks similar due to both featuring a girl swinging in a park, but it is missing the girl's black outfit, the yellow handles of the swing, the sandy ground, and the grass patches surrounding her, as well as the presence of trees and bushes.</thinking>\nVideo caption: \"A young girl in a pink dress is happily swinging back and forth on a black swing in a park setting, with a blue swing and a bench nearby.\"\nNew query: <SOFT_ADD> <SOFT_0> <SOFT_1> <SOFT_2> <SOFT_3> </SOFT_ADD>\nQuery rewrite: A girl in a black outfit swings on a swing with yellow handles, jumping off sandy ground and landing on grass patches in a park surrounded by trees and bushes..\n<answer>not_matched</answer>", "role": "assistant" }, { "content": "Retrieved video: <video>\nQuery: \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\"\nInstruction: Decide whether the video matches the query.", "role": "user" }, { "content": "<thinking>This video contains the moment which describes \"A girl wearing a black outfit swings on a swing with yellow handles in a park, jumping off the sandy ground and landing on grass patches, surrounded by trees and bushes.\".</thinking>\n<answer>matched</answer>", "role": "assistant" } ]
[ "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_W0EN9JeU66A.mp4", "/hub_data2/dohwan/data/retrieval/activitynet/videos/v_HCub1SN4X20.mp4" ]
{ "episode_type": "T3", "soft_policy": "slot8 + slot4" }
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