Scheduled Commit

data/retrieval_battle-2d705d76-7cd3-4951-9d95-1d5b5bc6d548.jsonl

@@ -74,3 +74,4 @@
 {"tstamp": 1731697615.2818, "task_type": "retrieval", "type": "leftvote", "models": ["", ""], "ip": "", "0_conv_id": "5ec21016042947c3abc0fae3f82c1339", "0_model_name": "mixedbread-ai/mxbai-embed-large-v1", "0_prompt": "What does Javascript mean?", "0_output": [["What does Javascript mean?", "JavaScript\n\nJavaScript (), often abbreviated as JS, is a programming language and core technology of the Web, alongside HTML and CSS. 99% of websites use JavaScript on the client side for webpage behavior."]], "0_corpus": "wikipedia", "1_conv_id": "e1827197ffcb42e499910d7d15050360", "1_model_name": "Alibaba-NLP/gte-Qwen2-7B-instruct", "1_prompt": "What does Javascript mean?", "1_output": [["What does Javascript mean?", "ECMAScript\n\nECMAScript (; ES) is a standard for scripting languages, including JavaScript, JScript, and ActionScript. It is best known as a JavaScript standard intended to ensure the interoperability of web pages across different web browsers. It is standardized by Ecma International in the document ECMA-262.\nECMAScript is commonly used for client-side scripting on the World Wide Web, and it is increasingly being used for server-side applications and services using runtime environments - Node.js, deno and bun.\nECMAScript, ECMA-262, JavaScript\nECMA-262, or the ECMAScript Language Specification, defines the ECMAScript Language, or just ECMAScript. ECMA-262 specifies only language syntax and the semantics of the core application programming interface (API), such as , , and , while valid implementations of JavaScript add their own functionality such as input/output and file system handling."]], "1_corpus": "wikipedia"}
 {"tstamp": 1731704546.5861, "task_type": "retrieval", "type": "bothbadvote", "models": ["", ""], "ip": "", "0_conv_id": "9d7ce2ed7cef4df18624f87512800631", "0_model_name": "mixedbread-ai/mxbai-embed-large-v1", "0_prompt": "is pizza yeast the same as active dry yeast?", "0_output": [["is pizza yeast the same as active dry yeast?", "Stackoverflow Stackexchange\n\nQ: Shadow DOM vs Detached Elements So, I am hearing the phrase \"shadow DOM\" a lot now. Is that the same as a detached DOM element?\nIf I create a DOM element like this:\nvar $pizza = $('<aside>', {\n   'class': 'pizza'\n});\n\n$pizza is detached. I can attach it using attach, append or html perhaps. \nIs this functionally the same as the concept of shadow DOM, but with some other caveats? What are the differences?\n\nA: The Shadow DOM spec has been implemented in Chrome very recently (25). Shadow DOM is a spec covered by a larger group of \"HTML5\" specs known as Web Components. Web Components essentially allow for development of encapsulated widgets without resorting to iframes. Shadow DOM is a big part of this. There is already a neat polyfill for this spec included among other similar polyfills in Google's brand new Polymer library. Have a look at http://glazkov.com/2011/01/14/what-the-heck-is-shadow-dom/ for some more detail on the subject. Note that the referenced article was written before the spec was implemented anywhere.  \nAddressing your question directly, detached elements and shadow DOM are not the same concepts.\n"]], "0_corpus": "stackexchange", "1_conv_id": "bee22f18083a42a4a11f16a02bdb3719", "1_model_name": "intfloat/multilingual-e5-large-instruct", "1_prompt": "is pizza yeast the same as active dry yeast?", "1_output": [["is pizza yeast the same as active dry yeast?", "Meta Stackexchange\n\nQ: Synonym request: tastypie, django-tastypie I noticed today that tastypie and django-tastypie don't appear to be synonyms even though they refer to the same thing.\nThe larger tag is tastypie, with 800+ questions to the ~200 on django-tastypie, but given that search will apparently work better with the django* prefix, I suggest the former is made a synonym of the latter.\n"]], "1_corpus": "stackexchange"}
 {"tstamp": 1731704602.2543, "task_type": "retrieval", "type": "tievote", "models": ["", ""], "ip": "", "0_conv_id": "49f2c1cd9bca48b282934415da4945b8", "0_model_name": "intfloat/multilingual-e5-large-instruct", "0_prompt": "Why did the machines in The Matrix keep humans around?", "0_output": [["Why did the machines in The Matrix keep humans around?", "Scifi Stackexchange\n\nQ: Why do the machines allow/initiate the building of a new Zion? In the Matrix Reloaded, the Architect says:\n\nThe function of the One is now to return to the Source, allowing a temporary dissemination of the code you carry, reinserting the prime program. After which, you will be required to select from the Matrix 23 individuals - 16 female, 7 male - to rebuild Zion. Failure to comply with this process will result in a cataclysmic system crash, killing everyone connected to the Matrix, which, coupled with the extermination of Zion, will ultimately result in the extinction of the entire human race.\n\nWhy do the machines initiate the re-building of Zion?\n\nA: As was discussed elsewhere on the site, the machines are not interested in humans being wiped out, they (as shown in Animatrix) just want to co-exist with humans.\nAs such, the machines allow the building of new Zion so that humans would not - as the quote you provided says - would not go extinct.\n"]], "0_corpus": "stackexchange", "1_conv_id": "27bca92b690d4c6bbc548c468e4e7b8c", "1_model_name": "GritLM/GritLM-7B", "1_prompt": "Why did the machines in The Matrix keep humans around?", "1_output": [["Why did the machines in The Matrix keep humans around?", "Scifi Stackexchange\n\nQ: Why use full brained humans as batteries? \nPossible Duplicate:\nIs the basic premise of humans as a power source in The Matrix reasonable?\nWhy Did the Machines Even Bother With a Matrix? \n\nThe machines in The Matrix series use humans as batteries. That's OK. But why did the machines not alter their livestock such that the matrix itself would be unnecessary?  \nConsider the recently proposed headless chicken farm. Something similar for the human batteries would seem to be an ideal solution for logical machines. No longer would they need to spend resources maintaining a virtual reality for their batteries. The energy, physical hardware and programs running the matrix could then be put to who knows what other uses.\n\nA: The explanation for the use of human brains would seem to be the fact that our complex thoughts lead to higher level of brain activity, thus resulting in exponentially more synapses firing (i.e. more electrical activity to harvest).\nThat makes human brains far more efficient than the brains of animals, even with the overhead of maintaining the matrix.  Plus, that movie would have really sucked... dumb cows and chickens revolt against the machines!  ;)\n"]], "1_corpus": "stackexchange"}
+{"tstamp": 1731705492.4705, "task_type": "retrieval", "type": "leftvote", "models": ["", ""], "ip": "", "0_conv_id": "24cf066dddb34c64afdde18f186ecd27", "0_model_name": "text-embedding-3-large", "0_prompt": "what caused the breakup of the democratic republican party", "0_output": [["what caused the breakup of the democratic republican party", "Democratic-Republican Party\n\nShortly after Adams took office, he dispatched a group of envoys to seek peaceful relations with France, which had begun seizing American merchantmen trading with Britain after the ratification of the Jay Treaty. The failure of talks, and the French demand for bribes in what became known as the XYZ Affair, outraged the American public and led to the Quasi-War, an undeclared naval war between France and the United States. The Federalist-controlled Congress passed measures to expand the American military and also pushed through the Alien and Sedition Acts. These acts restricted speech critical of the government while also implementing stricter naturalization requirements. Numerous journalists and other individuals aligned with the Democratic-Republicans were prosecuted under the Sedition Act, sparking a backlash against the Federalists. Meanwhile, Jefferson and Madison drafted the Kentucky and Virginia Resolutions, which held that state legislatures could determine the constitutionality of federal laws.\nIn the 1800 presidential election, the Democratic-Republicans once again nominated a ticket of Jefferson and Burr. Shortly after a Federalist caucus re-nominated President Adams on a ticket with Charles Cotesworth Pinckney, Adams dismissed two Hamilton allies from his Cabinet, leading to an open break between the two key figures in the Federalist Party. Though the Federalist Party united against Jefferson's candidacy and waged an effective campaign in many states, the Democratic-Republicans won the election by winning most Southern electoral votes and carrying the crucial state of New York."]], "0_corpus": "wikipedia", "1_conv_id": "a53ca86f7f9641449014f7a3c8011768", "1_model_name": "jinaai/jina-embeddings-v2-base-en", "1_prompt": "what caused the breakup of the democratic republican party", "1_output": [["what caused the breakup of the democratic republican party", "Democratic backsliding in the United States\n\nDemocratic backsliding in the United States has been identified as a trend at the state and national levels in various indices and analyses. Democratic backsliding is \"a process of regime change towards autocracy that makes the exercise of political power more arbitrary and repressive and that restricts the space for public contestation and political participation in the process of government selection\"."]], "1_corpus": "wikipedia"}

data/retrieval_individual-2d705d76-7cd3-4951-9d95-1d5b5bc6d548.jsonl

@@ -230,3 +230,7 @@
 {"tstamp": 1731704510.9592, "task_type": "retrieval", "type": "chat", "model": "intfloat/multilingual-e5-large-instruct", "gen_params": {}, "start": 1731704508.805, "finish": 1731704510.9592, "ip": "", "conv_id": "bee22f18083a42a4a11f16a02bdb3719", "model_name": "intfloat/multilingual-e5-large-instruct", "prompt": "is pizza yeast the same as active dry yeast?", "output": [["is pizza yeast the same as active dry yeast?", "Meta Stackexchange\n\nQ: Synonym request: tastypie, django-tastypie I noticed today that tastypie and django-tastypie don't appear to be synonyms even though they refer to the same thing.\nThe larger tag is tastypie, with 800+ questions to the ~200 on django-tastypie, but given that search will apparently work better with the django* prefix, I suggest the former is made a synonym of the latter.\n"]], "corpus": "stackexchange"}
 {"tstamp": 1731704582.9987, "task_type": "retrieval", "type": "chat", "model": "intfloat/multilingual-e5-large-instruct", "gen_params": {}, "start": 1731704582.7142, "finish": 1731704582.9987, "ip": "", "conv_id": "49f2c1cd9bca48b282934415da4945b8", "model_name": "intfloat/multilingual-e5-large-instruct", "prompt": "Why did the machines in The Matrix keep humans around?", "output": [["Why did the machines in The Matrix keep humans around?", "Scifi Stackexchange\n\nQ: Why do the machines allow/initiate the building of a new Zion? In the Matrix Reloaded, the Architect says:\n\nThe function of the One is now to return to the Source, allowing a temporary dissemination of the code you carry, reinserting the prime program. After which, you will be required to select from the Matrix 23 individuals - 16 female, 7 male - to rebuild Zion. Failure to comply with this process will result in a cataclysmic system crash, killing everyone connected to the Matrix, which, coupled with the extermination of Zion, will ultimately result in the extinction of the entire human race.\n\nWhy do the machines initiate the re-building of Zion?\n\nA: As was discussed elsewhere on the site, the machines are not interested in humans being wiped out, they (as shown in Animatrix) just want to co-exist with humans.\nAs such, the machines allow the building of new Zion so that humans would not - as the quote you provided says - would not go extinct.\n"]], "corpus": "stackexchange"}
 {"tstamp": 1731704582.9987, "task_type": "retrieval", "type": "chat", "model": "GritLM/GritLM-7B", "gen_params": {}, "start": 1731704582.7142, "finish": 1731704582.9987, "ip": "", "conv_id": "27bca92b690d4c6bbc548c468e4e7b8c", "model_name": "GritLM/GritLM-7B", "prompt": "Why did the machines in The Matrix keep humans around?", "output": [["Why did the machines in The Matrix keep humans around?", "Scifi Stackexchange\n\nQ: Why use full brained humans as batteries? \nPossible Duplicate:\nIs the basic premise of humans as a power source in The Matrix reasonable?\nWhy Did the Machines Even Bother With a Matrix? \n\nThe machines in The Matrix series use humans as batteries. That's OK. But why did the machines not alter their livestock such that the matrix itself would be unnecessary?  \nConsider the recently proposed headless chicken farm. Something similar for the human batteries would seem to be an ideal solution for logical machines. No longer would they need to spend resources maintaining a virtual reality for their batteries. The energy, physical hardware and programs running the matrix could then be put to who knows what other uses.\n\nA: The explanation for the use of human brains would seem to be the fact that our complex thoughts lead to higher level of brain activity, thus resulting in exponentially more synapses firing (i.e. more electrical activity to harvest).\nThat makes human brains far more efficient than the brains of animals, even with the overhead of maintaining the matrix.  Plus, that movie would have really sucked... dumb cows and chickens revolt against the machines!  ;)\n"]], "corpus": "stackexchange"}
+{"tstamp": 1731705480.6539, "task_type": "retrieval", "type": "chat", "model": "text-embedding-3-large", "gen_params": {}, "start": 1731705477.3397, "finish": 1731705480.6539, "ip": "", "conv_id": "24cf066dddb34c64afdde18f186ecd27", "model_name": "text-embedding-3-large", "prompt": "what caused the breakup of the democratic republican party", "output": [["what caused the breakup of the democratic republican party", "Democratic-Republican Party\n\nShortly after Adams took office, he dispatched a group of envoys to seek peaceful relations with France, which had begun seizing American merchantmen trading with Britain after the ratification of the Jay Treaty. The failure of talks, and the French demand for bribes in what became known as the XYZ Affair, outraged the American public and led to the Quasi-War, an undeclared naval war between France and the United States. The Federalist-controlled Congress passed measures to expand the American military and also pushed through the Alien and Sedition Acts. These acts restricted speech critical of the government while also implementing stricter naturalization requirements. Numerous journalists and other individuals aligned with the Democratic-Republicans were prosecuted under the Sedition Act, sparking a backlash against the Federalists. Meanwhile, Jefferson and Madison drafted the Kentucky and Virginia Resolutions, which held that state legislatures could determine the constitutionality of federal laws.\nIn the 1800 presidential election, the Democratic-Republicans once again nominated a ticket of Jefferson and Burr. Shortly after a Federalist caucus re-nominated President Adams on a ticket with Charles Cotesworth Pinckney, Adams dismissed two Hamilton allies from his Cabinet, leading to an open break between the two key figures in the Federalist Party. Though the Federalist Party united against Jefferson's candidacy and waged an effective campaign in many states, the Democratic-Republicans won the election by winning most Southern electoral votes and carrying the crucial state of New York."]], "corpus": "wikipedia"}
+{"tstamp": 1731705480.6539, "task_type": "retrieval", "type": "chat", "model": "jinaai/jina-embeddings-v2-base-en", "gen_params": {}, "start": 1731705477.3397, "finish": 1731705480.6539, "ip": "", "conv_id": "a53ca86f7f9641449014f7a3c8011768", "model_name": "jinaai/jina-embeddings-v2-base-en", "prompt": "what caused the breakup of the democratic republican party", "output": [["what caused the breakup of the democratic republican party", "Democratic backsliding in the United States\n\nDemocratic backsliding in the United States has been identified as a trend at the state and national levels in various indices and analyses. Democratic backsliding is \"a process of regime change towards autocracy that makes the exercise of political power more arbitrary and repressive and that restricts the space for public contestation and political participation in the process of government selection\"."]], "corpus": "wikipedia"}
+{"tstamp": 1731705562.6419, "task_type": "retrieval", "type": "chat", "model": "BAAI/bge-large-en-v1.5", "gen_params": {}, "start": 1731705560.4935, "finish": 1731705562.6419, "ip": "", "conv_id": "2a110fb92e224ef3909e74bf1ff38f97", "model_name": "BAAI/bge-large-en-v1.5", "prompt": "hii", "output": [["hii", "HI\n\nHi~, a 2015 repackage of South Korean girl group Lovelyz' 2014 album Girls' Invasion\n\"Hi\", a song from the Xiu Xiu album Always\nLanguage\nHi (cuneiform), a cuneiform sign\nHi (kana), a Japanese written character\nHindi, an Indo-Aryan language (ISO 639-1 language code HI)\nHi, a greeting in the English language similar to hello\nOrganizations and events\nHarlem International Film Festival, an annual five-day film festival\nHostelling International, a federation of youth hostel associations\nHouston Industries Incorporated, former name of GenOn Energy\nUniversity of Iceland, abbreviated \"HÍ\", from\nPlaces\nHi River, also known as the Ili River, in northwestern China\nHainan, a province of China (Guobiao abbreviation HI)\nHawaii, United States of America\nHotel Indonesia, a hotel in Jakarta, Indonesia\nScience and technology\nHydrogen iodide, in chemistry, a diatomic molecule\nHealth informatics, a discipline at the intersection of information science, computer science, and health care\nHistorical institutionalism, in sociology, a social science method\nHormonal imprinting, a biological phenomenon\nHemagglutination inhibition, method for quantifying the relative concentration of viruses, bacteria, or antibodies\nOther uses\nHI, a code for subtitles for the hearing impaired\nHi Brigham (1892–1987), American football player\nHi Brown (1910–2010), American producer\nHumorous Interpretation, an event in high school forensics competitions"]], "corpus": "wikipedia"}
+{"tstamp": 1731705562.6419, "task_type": "retrieval", "type": "chat", "model": "text-embedding-004", "gen_params": {}, "start": 1731705560.4935, "finish": 1731705562.6419, "ip": "", "conv_id": "36a589de5bc249d58d05873acee472ba", "model_name": "text-embedding-004", "prompt": "hii", "output": [["hii", "High Efficiency Image File Format\n\nIt is the primarily used and implied default codec for HEIF as specified in the normative Annex B to ISO/IEC 23008-12 HEVC Image File Format.\nWhile not introduced formally in the standard, the acronym HEIC (High-Efficiency Image Codec) is used as a brand and in the MIME subtypes image/heic and image/heic-sequence. If the content conforms to certain HEVC profiles, more specific brands can be used: HEIX for Main 10 of HEVC, HEIM for (Multiview) Main profile and HEIS for (Scalable) Main (10) profile of L-HEVC.\nA HEIC photo takes up about half the space of an equivalent quality JPEG file. The initial HEIF specification already defined the means of storing HEVC-encoded intra images (i-frames) and HEVC-encoded image sequences in which inter prediction is applied in a constrained manner.\nHEVC image players are required to support rectangular cropping and rotation by one, two and three quarter-turns. The primary use case for the mandatory support for rotation by 90 degrees is for images where the camera orientation is incorrectly detected or inferred. The rotation requirement makes it possible to manually adjust the orientation of a still image or an image sequence without needing to re-encode it. Cropping enables the image to be re-framed without re-encoding. The HEVC file format also includes the option to store pre-derived images."]], "corpus": "wikipedia"}

data/retrieval_side_by_side-2d705d76-7cd3-4951-9d95-1d5b5bc6d548.jsonl

@@ -5,3 +5,4 @@
 {"tstamp": 1731680827.8716, "task_type": "retrieval", "type": "rightvote", "models": ["text-embedding-004", "voyage-multilingual-2"], "ip": "", "0_conv_id": "32f2aac3c4474928b710b05e5fd453f0", "0_model_name": "text-embedding-004", "0_prompt": "Dependent Object Type computational paradigm", "0_output": [["Dependent Object Type computational paradigm", "Title: Deductive Object Programming\n\nAbstract: We propose some slight additions to O-O languages to implement the necessary features for using Deductive Object Programming (DOP). This way of programming based upon the manipulation of the Production Tree of the Objects of Interest, result in making Persistent these Objects and in sensibly lowering the code complexity."]], "0_corpus": "arxiv", "1_conv_id": "6c1fe433964340d3b987cacdbddacbf7", "1_model_name": "voyage-multilingual-2", "1_prompt": "Dependent Object Type computational paradigm", "1_output": [["Dependent Object Type computational paradigm", "Title: A Simple Soundness Proof for Dependent Object Types\n\nAbstract: Dependent Object Types (DOT) is intended to be a core calculus for modelling Scala. Its distinguishing feature is abstract type members, fields in objects that hold types rather than values. Proving soundness of DOT has been surprisingly challenging, and existing proofs are complicated, and reason about multiple concepts at the same time (e.g. types, values, evaluation). To serve as a core calculus for Scala, DOT should be easy to experiment with and extend, and therefore its soundness proof needs to be easy to modify. This paper presents a simple and modular proof strategy for reasoning in DOT. The strategy separates reasoning about types from other concerns. It is centred around a theorem that connects the full DOT type system to a restricted variant in which the challenges and paradoxes caused by abstract type members are eliminated. Almost all reasoning in the proof is done in the intuitive world of this restricted type system. Once we have the necessary results about types, we observe that the other aspects of DOT are mostly standard and can be incorporated into a soundness proof using familiar techniques known from other calculi. Our paper comes with a machine-verified version of the proof in Coq."]], "1_corpus": "arxiv"}
 {"tstamp": 1731681088.8402, "task_type": "retrieval", "type": "rightvote", "models": ["text-embedding-004", "voyage-multilingual-2"], "ip": "", "0_conv_id": "4489619b9d274cca8dbbe0a9417ce656", "0_model_name": "text-embedding-004", "0_prompt": "No specific schedule for weaning is currently provided in the drug", "0_output": [["No specific schedule for weaning is currently provided in the drug", "Title: Not Available\n\nAbstract: withdrawn by author"]], "0_corpus": "arxiv", "1_conv_id": "bed1b4e696ae4677afab7ce4630f2d3a", "1_model_name": "voyage-multilingual-2", "1_prompt": "No specific schedule for weaning is currently provided in the drug", "1_output": [["No specific schedule for weaning is currently provided in the drug", "Title: TIFTI: A Framework for Extracting Drug Intervals from Longitudinal Clinic Notes\n\nAbstract: Oral drugs are becoming increasingly common in oncology care. In contrast to intravenous chemotherapy, which is administered in the clinic and carefully tracked via structure electronic health records (EHRs), oral drug treatment is self-administered and therefore not tracked as well. Often, the details of oral cancer treatment occur only in unstructured clinic notes. Extracting this information is critical to understanding a patient's treatment history. Yet, this a challenging task because treatment intervals must be inferred longitudinally from both explicit mentions in the text as well as from document timestamps. In this work, we present TIFTI (Temporally Integrated Framework for Treatment Intervals), a robust framework for extracting oral drug treatment intervals from a patient's unstructured notes. TIFTI leverages distinct sources of temporal information by breaking the problem down into two separate subtasks: document-level sequence labeling and date extraction. On a labeled dataset of metastatic renal-cell carcinoma (RCC) patients, it exactly matched the labeled start date in 46% of the examples (86% of the examples within 30 days), and it exactly matched the labeled end date in 52% of the examples (78% of the examples within 30 days). Without retraining, the model achieved a similar level of performance on a labeled dataset of advanced non-small-cell lung cancer (NSCLC) patients."]], "1_corpus": "arxiv"}
 {"tstamp": 1731681336.1257, "task_type": "retrieval", "type": "rightvote", "models": ["text-embedding-004", "voyage-multilingual-2"], "ip": "", "0_conv_id": "3c45c39b386f4f009106c940d8552321", "0_model_name": "text-embedding-004", "0_prompt": "In addition to a more natural modeling for the differential privacy extraction problem, we show that tagging models yield significant performance benefits over existing state-of-the-art attack methods.", "0_output": [["In addition to a more natural modeling for the differential privacy extraction problem, we show that tagging models yield significant performance benefits over existing state-of-the-art attack methods.", "Title: Does Differential Privacy Prevent Backdoor Attacks in Practice?\n\nAbstract: Differential Privacy (DP) was originally developed to protect privacy. However, it has recently been utilized to secure machine learning (ML) models from poisoning attacks, with DP-SGD receiving substantial attention. Nevertheless, a thorough investigation is required to assess the effectiveness of different DP techniques in preventing backdoor attacks in practice. In this paper, we investigate the effectiveness of DP-SGD and, for the first time in literature, examine PATE in the context of backdoor attacks. We also explore the role of different components of DP algorithms in defending against backdoor attacks and will show that PATE is effective against these attacks due to the bagging structure of the teacher models it employs. Our experiments reveal that hyperparameters and the number of backdoors in the training dataset impact the success of DP algorithms. Additionally, we propose Label-DP as a faster and more accurate alternative to DP-SGD and PATE. We conclude that while Label-DP algorithms generally offer weaker privacy protection, accurate hyper-parameter tuning can make them more effective than DP methods in defending against backdoor attacks while maintaining model accuracy."]], "0_corpus": "arxiv", "1_conv_id": "d24060c6fa2a4257b5a727b3f306ed99", "1_model_name": "voyage-multilingual-2", "1_prompt": "In addition to a more natural modeling for the differential privacy extraction problem, we show that tagging models yield significant performance benefits over existing state-of-the-art attack methods.", "1_output": [["In addition to a more natural modeling for the differential privacy extraction problem, we show that tagging models yield significant performance benefits over existing state-of-the-art attack methods.", "Title: Auditing Privacy Mechanisms via Label Inference Attacks\n\nAbstract: We propose reconstruction advantage measures to audit label privatization mechanisms. A reconstruction advantage measure quantifies the increase in an attacker's ability to infer the true label of an unlabeled example when provided with a private version of the labels in a dataset (e.g., aggregate of labels from different users or noisy labels output by randomized response), compared to an attacker that only observes the feature vectors, but may have prior knowledge of the correlation between features and labels. We consider two such auditing measures: one additive, and one multiplicative. These incorporate previous approaches taken in the literature on empirical auditing and differential privacy. The measures allow us to place a variety of proposed privatization schemes -- some differentially private, some not -- on the same footing. We analyze these measures theoretically under a distributional model which encapsulates reasonable adversarial settings. We also quantify their behavior empirically on real and simulated prediction tasks. Across a range of experimental settings, we find that differentially private schemes dominate or match the privacy-utility tradeoff of more heuristic approaches."]], "1_corpus": "arxiv"}
+{"tstamp": 1731705575.0819, "task_type": "retrieval", "type": "bothbadvote", "models": ["BAAI/bge-large-en-v1.5", "text-embedding-004"], "ip": "", "0_conv_id": "2a110fb92e224ef3909e74bf1ff38f97", "0_model_name": "BAAI/bge-large-en-v1.5", "0_prompt": "hii", "0_output": [["hii", "HI\n\nHi~, a 2015 repackage of South Korean girl group Lovelyz' 2014 album Girls' Invasion\n\"Hi\", a song from the Xiu Xiu album Always\nLanguage\nHi (cuneiform), a cuneiform sign\nHi (kana), a Japanese written character\nHindi, an Indo-Aryan language (ISO 639-1 language code HI)\nHi, a greeting in the English language similar to hello\nOrganizations and events\nHarlem International Film Festival, an annual five-day film festival\nHostelling International, a federation of youth hostel associations\nHouston Industries Incorporated, former name of GenOn Energy\nUniversity of Iceland, abbreviated \"HÍ\", from\nPlaces\nHi River, also known as the Ili River, in northwestern China\nHainan, a province of China (Guobiao abbreviation HI)\nHawaii, United States of America\nHotel Indonesia, a hotel in Jakarta, Indonesia\nScience and technology\nHydrogen iodide, in chemistry, a diatomic molecule\nHealth informatics, a discipline at the intersection of information science, computer science, and health care\nHistorical institutionalism, in sociology, a social science method\nHormonal imprinting, a biological phenomenon\nHemagglutination inhibition, method for quantifying the relative concentration of viruses, bacteria, or antibodies\nOther uses\nHI, a code for subtitles for the hearing impaired\nHi Brigham (1892–1987), American football player\nHi Brown (1910–2010), American producer\nHumorous Interpretation, an event in high school forensics competitions"]], "0_corpus": "wikipedia", "1_conv_id": "36a589de5bc249d58d05873acee472ba", "1_model_name": "text-embedding-004", "1_prompt": "hii", "1_output": [["hii", "High Efficiency Image File Format\n\nIt is the primarily used and implied default codec for HEIF as specified in the normative Annex B to ISO/IEC 23008-12 HEVC Image File Format.\nWhile not introduced formally in the standard, the acronym HEIC (High-Efficiency Image Codec) is used as a brand and in the MIME subtypes image/heic and image/heic-sequence. If the content conforms to certain HEVC profiles, more specific brands can be used: HEIX for Main 10 of HEVC, HEIM for (Multiview) Main profile and HEIS for (Scalable) Main (10) profile of L-HEVC.\nA HEIC photo takes up about half the space of an equivalent quality JPEG file. The initial HEIF specification already defined the means of storing HEVC-encoded intra images (i-frames) and HEVC-encoded image sequences in which inter prediction is applied in a constrained manner.\nHEVC image players are required to support rectangular cropping and rotation by one, two and three quarter-turns. The primary use case for the mandatory support for rotation by 90 degrees is for images where the camera orientation is incorrectly detected or inferred. The rotation requirement makes it possible to manually adjust the orientation of a still image or an image sequence without needing to re-encode it. Cropping enables the image to be re-framed without re-encoding. The HEVC file format also includes the option to store pre-derived images."]], "1_corpus": "wikipedia"}

data/sts_individual-2d705d76-7cd3-4951-9d95-1d5b5bc6d548.jsonl

@@ -24,3 +24,5 @@
 {"tstamp": 1731691934.6607, "task_type": "sts", "type": "chat", "model": "mixedbread-ai/mxbai-embed-large-v1", "gen_params": {}, "start": 1731691934.6321, "finish": 1731691934.6607, "ip": "", "conv_id": "9543ca15c696484b9b9ceffd5b4aaa57", "model_name": "mixedbread-ai/mxbai-embed-large-v1", "txt0": "whole milk", "txt1": "soy milk", "txt2": "milk chocolate", "output": ""}
 {"tstamp": 1731691967.0384, "task_type": "sts", "type": "chat", "model": "Salesforce/SFR-Embedding-2_R", "gen_params": {}, "start": 1731691966.9977, "finish": 1731691967.0384, "ip": "", "conv_id": "230b34bbdd484870bfa95f4210f7f30a", "model_name": "Salesforce/SFR-Embedding-2_R", "txt0": "hello", "txt1": "good morning", "txt2": "早上好", "output": ""}
 {"tstamp": 1731691967.0384, "task_type": "sts", "type": "chat", "model": "sentence-transformers/all-MiniLM-L6-v2", "gen_params": {}, "start": 1731691966.9977, "finish": 1731691967.0384, "ip": "", "conv_id": "37875462887241ae904f38c68ee656f9", "model_name": "sentence-transformers/all-MiniLM-L6-v2", "txt0": "hello", "txt1": "good morning", "txt2": "早上好", "output": ""}
+{"tstamp": 1731705724.4669, "task_type": "sts", "type": "chat", "model": "text-embedding-004", "gen_params": {}, "start": 1731705724.1497, "finish": 1731705724.4669, "ip": "", "conv_id": "35f62fe5096847f7b9f5f3caf5d225d7", "model_name": "text-embedding-004", "txt0": "Guidepin Orthopedic 3.2mm", "txt1": "BILL ONLY/CONF PO#1363625 ORDER# 5415399 DR ", "txt2": "Unit Therapy Negative Pressure Wound InfoV.A.C.", "output": ""}
+{"tstamp": 1731705724.4669, "task_type": "sts", "type": "chat", "model": "BAAI/bge-large-en-v1.5", "gen_params": {}, "start": 1731705724.1497, "finish": 1731705724.4669, "ip": "", "conv_id": "3f92ba83d33c4b19b15baa6cb132a0e3", "model_name": "BAAI/bge-large-en-v1.5", "txt0": "Guidepin Orthopedic 3.2mm", "txt1": "BILL ONLY/CONF PO#1363625 ORDER# 5415399 DR ", "txt2": "Unit Therapy Negative Pressure Wound InfoV.A.C.", "output": ""}