Scheduled Commit

data/retrieval_battle-89f7d27e-df7d-414d-a213-dcd1c0b2f2a2.jsonl

@@ -72,3 +72,4 @@
 {"tstamp": 1730500330.3171, "task_type": "retrieval", "type": "rightvote", "models": ["", ""], "ip": "", "0_conv_id": "fd5c32dadb794c7fa71c671bba51e405", "0_model_name": "jinaai/jina-embeddings-v2-base-en", "0_prompt": "I am looking for a paper to help me deal with data constraints as I scale up my language model.", "0_output": [["I am looking for a paper to help me deal with data constraints as I scale up my language model.", "Title: Like Sparrows on a Clothes Line: The Self-Organization of Random Number Sequences\n\nAbstract: We study sequences of random numbers {Z[1],Z[2],Z[3],...,Z[n]} -- which can be considered random walks with reflecting barriers -- and define their \"types\" according to whether Z[i] > Z[i+1], (a down-movement), or Z[i] < Z[i+1] (up-movement). This paper examines the means, xi, to which the Zi converge, when a large number of sequences of the same type is considered. It is shown that these means organize themselves in such a way that, between two turning points of the sequence, they are equidistant from one another. We also show that m steps in one direction tend to offset one step in the other direction, as m -> infinity. Key words:random number sequence, self-organization, random walk, reflecting barriers."]], "0_corpus": "arxiv", "1_conv_id": "a78a71abdb944d4b93e1f22147d06642", "1_model_name": "BAAI/bge-large-en-v1.5", "1_prompt": "I am looking for a paper to help me deal with data constraints as I scale up my language model.", "1_output": [["I am looking for a paper to help me deal with data constraints as I scale up my language model.", "Title: Scaling Data-Constrained Language Models\n\nAbstract: The current trend of scaling language models involves increasing both parameter count and training dataset size. Extrapolating this trend suggests that training dataset size may soon be limited by the amount of text data available on the internet. Motivated by this limit, we investigate scaling language models in data-constrained regimes. Specifically, we run a large set of experiments varying the extent of data repetition and compute budget, ranging up to 900 billion training tokens and 9 billion parameter models. We find that with constrained data for a fixed compute budget, training with up to 4 epochs of repeated data yields negligible changes to loss compared to having unique data. However, with more repetition, the value of adding compute eventually decays to zero. We propose and empirically validate a scaling law for compute optimality that accounts for the decreasing value of repeated tokens and excess parameters. Finally, we experiment with approaches mitigating data scarcity, including augmenting the training dataset with code data or removing commonly used filters. Models and datasets from our 400 training runs are freely available at https://github.com/huggingface/datablations."]], "1_corpus": "arxiv"}
 {"tstamp": 1730500403.2002, "task_type": "retrieval", "type": "bothbadvote", "models": ["", ""], "ip": "", "0_conv_id": "6fdd03e72a3b418a813368d6a823cbed", "0_model_name": "BAAI/bge-large-en-v1.5", "0_prompt": "What's the purpose of `if __name__ == '__main__'`?", "0_output": [["What's the purpose of `if __name__ == '__main__'`?", "Stackoverflow Stackexchange\n\nQ: Why does it do this ? if - __name__ == '__main__' \nDuplicate of:\nWhat does if __name__== \"__main__\" do? \n\nConsider this code:\nif __name__ == '__main__':\n    import pdb\n    pdb.run(\"interact()\\n\")\n\nWhat does the following line mean?\nif(__name__=='__main__')\n\nI fainted.\n\nA: That is a check to see if you are directly running the script or if it is included in a library.\nWhen you run a python script like this:\npython myScript.py\n\nIt sends a parameter, telling you to run the programs first method, which is widely called \"main\", so when __name__ is __main__ you know that the program was executed from a command line or double clicked.\n"]], "0_corpus": "stackexchange", "1_conv_id": "69666e4fc2c14d72af5aa65c329b2aa3", "1_model_name": "sentence-transformers/all-MiniLM-L6-v2", "1_prompt": "What's the purpose of `if __name__ == '__main__'`?", "1_output": [["What's the purpose of `if __name__ == '__main__'`?", "Stackoverflow Stackexchange\n\nQ: Reading h264 stream in Python I am trying to read a video stream from a Parrot Bebop 2 drone. \nThe video stream is written as \"socket\" to a file as H264 stream.\n$ ffmpeg -i [STREAM]\nInput #0, h264, from 'stream_h264':\n  Duration: N/A, bitrate: N/A\n  Stream #0:0: Video: h264 (Constrained Baseline), 1 reference frame, yuv420p(progressive, left), 1280x720, 23.98 fps, 23.98 tbr, 1200k tbn, 47.95 tbc\n\nReading the video stream in MPlayer is not a problem using the parameters below. Playing it using VLC or ffmpeg should also not be too hard. For MPlayer the following works:\nmplayer -fs -demuxer h264es -benchmark stream_h264\n\nThis plays the stream in high-res. However my goal is to perform image processing on the frames using Python (mostly OpenCV). Therefore, I would like to read the frames into NumPy arrays. I have already considered using cv2.VideoCapture but this does not seem to work for my stream. Other (somewhat easy) to use options I am not aware of, therefore my question is whether someone recommend me how to read the video frames in Python? \nAll recommendations are more than welcome!\n"]], "1_corpus": "stackexchange"}
 {"tstamp": 1730559449.2679, "task_type": "retrieval", "type": "leftvote", "models": ["", ""], "ip": "", "0_conv_id": "2d68a1eccaa24ef4b1259778dfebd719", "0_model_name": "Salesforce/SFR-Embedding-2_R", "0_prompt": "โรคเบาหวานคืออะไร", "0_output": [["โรคเบาหวานคืออะไร", "Diabetes\n\nDiabetes mellitus, often known simply as diabetes, is a group of common endocrine diseases characterized by sustained high blood sugar levels. Diabetes is due to either the pancreas not producing enough insulin, or the cells of the body becoming unresponsive to the hormone's effects. Classic symptoms include thirst, polyuria, weight loss, and blurred vision. If left untreated, the disease can lead to various health complications, including disorders of the cardiovascular system, eye, kidney, and nerves. Diabetes accounts for approximately 4.2 million deaths every year, with an estimated 1.5 million caused by either untreated or poorly treated diabetes."]], "0_corpus": "wikipedia", "1_conv_id": "482d6b9995c347639ba0e9cee6ab658d", "1_model_name": "nomic-ai/nomic-embed-text-v1.5", "1_prompt": "โรคเบาหวานคืออะไร", "1_output": [["โรคเบาหวานคืออะไร", "Ƨ\n\nƧ (minuscule: ƨ) is a letter which appears in numerous alphabets, including some proposed extensions of the Latin alphabet. Depending on the context in which the letter is used, it is typically based either on the numeral 2 or the Latin letter S."]], "1_corpus": "wikipedia"}
+{"tstamp": 1730560863.2522, "task_type": "retrieval", "type": "leftvote", "models": ["", ""], "ip": "", "0_conv_id": "fd3a1dc06949423a8e6d9c5ed843a674", "0_model_name": "BAAI/bge-large-en-v1.5", "0_prompt": "can chicken fly in the sky?", "0_output": [["can chicken fly in the sky?", "Chicken\n\nChickens are gregarious, living in flocks, and incubate eggs and raise young communally. Individual chickens dominate others, establishing a pecking order; dominant individuals take priority for access to food and nest sites. The concept of dominance, involving pecking, was described in female chickens by Thorleif Schjelderup-Ebbe in 1921 as the \"pecking order\". Male chickens tend to leap and use their claws in conflicts. Chickens are capable of mobbing and killing a weak or inexperienced predator, such as a young fox.\nA male's crowing is a loud and sometimes shrill call, serving as a territorial signal to other males, and in response to sudden disturbances within their surroundings. Hens cluck loudly after laying an egg and to call their chicks. Chickens give different warning calls to indicate that a predator is approaching from the air or on the ground.\nReproduction and life-cycle\nTo initiate courting, some roosters may dance in a circle around or near a hen (a circle dance), often lowering the wing which is closest to the hen. The dance triggers a response in the hen and when she responds to his call, the rooster may mount the hen and proceed with the mating. Mating typically involves a sequence in which the male approaches the female and performs a waltzing display. If the female is unreceptive, she runs off; otherwise, she crouches, and the male mounts, treading with both feet on her back. After copulation the male does a tail-bending display."]], "0_corpus": "wikipedia", "1_conv_id": "7cbbaf7c2b2742f88a29bce17a376f9a", "1_model_name": "intfloat/e5-mistral-7b-instruct", "1_prompt": "can chicken fly in the sky?", "1_output": [["can chicken fly in the sky?", "Chicken\n\nChicken can mean a chick, as in William Shakespeare's play Macbeth, where Macduff laments the death of \"all my pretty chickens and their dam\". The usage is preserved in placenames such as the Hen and Chicken Islands. In older sources, and still often in trade and scientific contexts, chickens as a species are described as common fowl or domestic fowl.\nDescription\nChickens are relatively large birds, active by day. The body is round, the legs are unfeathered in most breeds, and the wings are short. Wild junglefowl can fly; chickens and their flight muscles are too heavy to allow them to fly more than a short distance. Size and coloration vary widely between breeds. Adult chickens of both sexes have a fleshy crest on their heads called a comb or cockscomb, and hanging flaps of skin on either side under their beaks called wattles; combs and wattles are more prominent in males. Some breeds have a mutation that causes extra feathering under the face, giving the appearance of a beard.\nChickens are omnivores. In the wild, they scratch at the soil to search for seeds, insects, and animals as large as lizards, small snakes, and young mice. A chicken may live for 5–10 years, depending on the breed. The world's oldest known chicken lived for 16 years."]], "1_corpus": "wikipedia"}

data/retrieval_individual-89f7d27e-df7d-414d-a213-dcd1c0b2f2a2.jsonl

@@ -372,3 +372,5 @@
 {"tstamp": 1730559425.4909, "task_type": "retrieval", "type": "chat", "model": "text-embedding-3-large", "gen_params": {}, "start": 1730559422.6582, "finish": 1730559425.4909, "ip": "", "conv_id": "56e3d760311e4a25a3407157ed70eefc", "model_name": "text-embedding-3-large", "prompt": "โรคเบาหวานคืออะไร", "output": [["โรคเบาหวานคืออะไร", "Diabetes\n\nDiabetes mellitus, often known simply as diabetes, is a group of common endocrine diseases characterized by sustained high blood sugar levels. Diabetes is due to either the pancreas not producing enough insulin, or the cells of the body becoming unresponsive to the hormone's effects. Classic symptoms include thirst, polyuria, weight loss, and blurred vision. If left untreated, the disease can lead to various health complications, including disorders of the cardiovascular system, eye, kidney, and nerves. Diabetes accounts for approximately 4.2 million deaths every year, with an estimated 1.5 million caused by either untreated or poorly treated diabetes."]], "corpus": "wikipedia"}
 {"tstamp": 1730559426.8694, "task_type": "retrieval", "type": "chat", "model": "Salesforce/SFR-Embedding-2_R", "gen_params": {}, "start": 1730559425.5252, "finish": 1730559426.8694, "ip": "", "conv_id": "2d68a1eccaa24ef4b1259778dfebd719", "model_name": "Salesforce/SFR-Embedding-2_R", "prompt": "โรคเบาหวานคืออะไร", "output": [["โรคเบาหวานคืออะไร", "Diabetes\n\nDiabetes mellitus, often known simply as diabetes, is a group of common endocrine diseases characterized by sustained high blood sugar levels. Diabetes is due to either the pancreas not producing enough insulin, or the cells of the body becoming unresponsive to the hormone's effects. Classic symptoms include thirst, polyuria, weight loss, and blurred vision. If left untreated, the disease can lead to various health complications, including disorders of the cardiovascular system, eye, kidney, and nerves. Diabetes accounts for approximately 4.2 million deaths every year, with an estimated 1.5 million caused by either untreated or poorly treated diabetes."]], "corpus": "wikipedia"}
 {"tstamp": 1730559426.8694, "task_type": "retrieval", "type": "chat", "model": "nomic-ai/nomic-embed-text-v1.5", "gen_params": {}, "start": 1730559425.5252, "finish": 1730559426.8694, "ip": "", "conv_id": "482d6b9995c347639ba0e9cee6ab658d", "model_name": "nomic-ai/nomic-embed-text-v1.5", "prompt": "โรคเบาหวานคืออะไร", "output": [["โรคเบาหวานคืออะไร", "Ƨ\n\nƧ (minuscule: ƨ) is a letter which appears in numerous alphabets, including some proposed extensions of the Latin alphabet. Depending on the context in which the letter is used, it is typically based either on the numeral 2 or the Latin letter S."]], "corpus": "wikipedia"}
+{"tstamp": 1730560816.9198, "task_type": "retrieval", "type": "chat", "model": "BAAI/bge-large-en-v1.5", "gen_params": {}, "start": 1730560814.5729, "finish": 1730560816.9198, "ip": "", "conv_id": "fd3a1dc06949423a8e6d9c5ed843a674", "model_name": "BAAI/bge-large-en-v1.5", "prompt": "can chicken fly in the sky?", "output": [["can chicken fly in the sky?", "Chicken\n\nChickens are gregarious, living in flocks, and incubate eggs and raise young communally. Individual chickens dominate others, establishing a pecking order; dominant individuals take priority for access to food and nest sites. The concept of dominance, involving pecking, was described in female chickens by Thorleif Schjelderup-Ebbe in 1921 as the \"pecking order\". Male chickens tend to leap and use their claws in conflicts. Chickens are capable of mobbing and killing a weak or inexperienced predator, such as a young fox.\nA male's crowing is a loud and sometimes shrill call, serving as a territorial signal to other males, and in response to sudden disturbances within their surroundings. Hens cluck loudly after laying an egg and to call their chicks. Chickens give different warning calls to indicate that a predator is approaching from the air or on the ground.\nReproduction and life-cycle\nTo initiate courting, some roosters may dance in a circle around or near a hen (a circle dance), often lowering the wing which is closest to the hen. The dance triggers a response in the hen and when she responds to his call, the rooster may mount the hen and proceed with the mating. Mating typically involves a sequence in which the male approaches the female and performs a waltzing display. If the female is unreceptive, she runs off; otherwise, she crouches, and the male mounts, treading with both feet on her back. After copulation the male does a tail-bending display."]], "corpus": "wikipedia"}
+{"tstamp": 1730560816.9198, "task_type": "retrieval", "type": "chat", "model": "intfloat/e5-mistral-7b-instruct", "gen_params": {}, "start": 1730560814.5729, "finish": 1730560816.9198, "ip": "", "conv_id": "7cbbaf7c2b2742f88a29bce17a376f9a", "model_name": "intfloat/e5-mistral-7b-instruct", "prompt": "can chicken fly in the sky?", "output": [["can chicken fly in the sky?", "Chicken\n\nChicken can mean a chick, as in William Shakespeare's play Macbeth, where Macduff laments the death of \"all my pretty chickens and their dam\". The usage is preserved in placenames such as the Hen and Chicken Islands. In older sources, and still often in trade and scientific contexts, chickens as a species are described as common fowl or domestic fowl.\nDescription\nChickens are relatively large birds, active by day. The body is round, the legs are unfeathered in most breeds, and the wings are short. Wild junglefowl can fly; chickens and their flight muscles are too heavy to allow them to fly more than a short distance. Size and coloration vary widely between breeds. Adult chickens of both sexes have a fleshy crest on their heads called a comb or cockscomb, and hanging flaps of skin on either side under their beaks called wattles; combs and wattles are more prominent in males. Some breeds have a mutation that causes extra feathering under the face, giving the appearance of a beard.\nChickens are omnivores. In the wild, they scratch at the soil to search for seeds, insects, and animals as large as lizards, small snakes, and young mice. A chicken may live for 5–10 years, depending on the breed. The world's oldest known chicken lived for 16 years."]], "corpus": "wikipedia"}