data_source string | prompt list | ability string | reward_model dict | extra_info dict |
|---|---|---|---|---|
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Geometric Deep Learning for Computer-Aided Design: A Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandidate ... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Deep learning methods have achieved great success in analyzing traditional data such as texts, sounds, images and videos. More and more research works are carrying out to extend standard deep learning technologies to geometric data such as point cloud or voxel grid of 3D object... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A review for Tone-mapping Operators on Wide Dynamic Range Image\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandid... | paper_relevance_scoring | {
"ground_truth": 0.5325582788270977,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "In this paper,we research on the enhancement of low-contrast images.Generally the low-contrast image has narrow gray range,high spatial relativity and smooth gray change.Firstly,this paper analyzes the traditionally algorithms and point out the existing problem.Secondly based o... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A Survey on the Applications of Blockchains in Security of IoT Systems\n\nI need to evaluate how relevant the following paper is to this topic.\n\... | paper_relevance_scoring | {
"ground_truth": 0.34646251981167275,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Consensus protocol is suggested for target following of two non-holonomic robots. For moving robot platform, the computer that acts as the controller, and the robots to establish wireless local area network (WLAN), the remote control of the robot is achieved by transmitting dat... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Leveraging Generative AI for Urban Digital Twins: A Scoping Review on\n the Autonomous Generation of Urban Data, Scenarios, Designs, and 3D City\... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "To better meet the challenge of providing effective, low-cost, energy efficient transport services, the concept of intelligent transport systems (ITS) has been proposed and lauded as an innovative and promising solution for next generation transport networks. In this paper, the... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Some recent advances in reasoning based on analogical proportions\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCand... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Introduced a few years ago, analogy-based classification methods are a noticeable addition to the set of lazy learning techniques. They provide amazing results (in terms of accuracy) on many classical datasets. They look for all triples of examples in the training set that are ... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Physics-Informed Neural Networks for Industrial Gas Turbines: Recent\n Trends, Advancements and Challenges\n\nI need to evaluate how relevant the... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "This study explores the potential of physics-informed neural networks (PINNs) for the realization of digital twins (DT) from various perspectives. First, various adaptive sampling approaches for collocation points are investigated to verify their effectiveness in the mesh-free ... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Use of Formal Ethical Reviews in NLP Literature: Historical Trends and\n Current Practices\n\nI need to evaluate how relevant the following paper... | paper_relevance_scoring | {
"ground_truth": 0.5046565036749628,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "The Vector Space Model (VSM) is one of the most successful models in IR. It was firstly proposed by G. Salton, A. Wong and C. S. Yang [13] in the 70s, and it is used until nowadays. It represents each document as an n-tuple of nonnegative real numbers. Each coordinate correspon... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Alignment and Safety of Diffusion Models via Reinforcement Learning and\n Reward Modeling: A Survey\n\nI need to evaluate how relevant the follow... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "State-of-the-art computer vision systems are trained to predict a fixed set of predetermined object categories. This restricted form of supervision limits their generality and usability since additional labeled data is needed to specify any other visual concept. Learning direct... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Improving Equivariance in State-of-the-Art Supervised Depth and Normal\n Predictors\n\nI need to evaluate how relevant the following paper is to ... | paper_relevance_scoring | {
"ground_truth": 0.4333343481817744,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "In 2013, Balasubramanian presented a 5 + 1 dimensional holographic toy model that allows for an exact solution to Einstein's equations in the bulk in which the isometries of AdS appear to be broken to an isometry group describing a discretely scale invariant and Poincare invari... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Transferability in Deep Learning: A Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandidate Paper: {\n \"abs... | paper_relevance_scoring | {
"ground_truth": 0.3868611315217535,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Dynamic production processes in mineral beneficiation have complex flowsheets and non-linear, time-varying behavior. They have also limited measurement capabilities. Hence, virtual models are seen as important tools for assisting in design, planning and operation. The developme... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A Survey on Security Attacks and Defense Techniques for Connected and\n Autonomous Vehicles\n\nI need to evaluate how relevant the following pape... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "This paper presents a realistic simulation model of an advanced Traffic Control Centre of urban Auto Transport Systems (ATSs), created using the computer networks simulation system Riverbed Modeler Academic Edition 17.5. The author examines the impact of a Denial-of-Service att... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Yes-Yes-Yes: Proactive Data Collection for ACL Rolling Review and Beyond\n\nI need to evaluate how relevant the following paper is to this topic.\... | paper_relevance_scoring | {
"ground_truth": 0.33995310046900973,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "A fundamental requirement in collaborative monitoring programmes in marine pollution studies is the intercomparability of data obtained from participating laboratories irrespective of the country of origin. This demands that the data be 'true', The production of 'true' data req... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A Unified Review of Deep Learning for Automated Medical Coding\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandida... | paper_relevance_scoring | {
"ground_truth": 0.4698286500345037,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "We consider the problem of acquiring relevance judgements for information retrieval (IR) test collections through crowdsourcing when no true relevance labels are available. We collect multiple, possibly noisy relevance labels per document from workers of unknown labelling accur... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Deep Industrial Image Anomaly Detection: A Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandidate Paper: {\n... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "In this paper, we address the problem of image anomaly detection and segmentation. Anomaly detection involves making a binary decision as to whether an input image contains an anomaly, and anomaly segmentation aims to locate the anomaly on the pixel level. Support vector data d... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Machine Learning in Python: Main developments and technology trends in\n data science, machine learning, and artificial intelligence\n\nI need to... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algorithms for medium-scale supervised and unsupervised problems. This package focuses on bringing machine learning to non-specialists using a general-purpose high-level language. Emph... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A Review on Self-Supervised Learning for Time Series Anomaly Detection:\n Recent Advances and Open Challenges\n\nI need to evaluate how relevant ... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Anomaly detection for predictive maintenance is a significant concern for industry. Unanticipated failures cause high costs for experts involved in maintenance policy. Traditional reconstruction-based anomaly detection methods perform well on multivariate time series but they d... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Vision-Based Traffic Accident Detection and Anticipation: A Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCan... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "In this paper, we provide a survey of the traffic sign detection literature, detailing detection systems for traffic sign recognition (TSR) for driver assistance. We separately describe the contributions of recent works to the various stages inherent in traffic sign detection: ... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Review of the Fingerprint Liveness Detection (LivDet) competition\n series: from 2009 to 2021\n\nI need to evaluate how relevant the following pa... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "We investigated the threat level of realistic attacks using latent fingerprints against sensors equipped with state-of-art liveness detectors and fingerprint verification systems which integrate such liveness algorithms. To the best of our knowledge, only a previous investigati... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: How Do Large Language Models Capture the Ever-changing World Knowledge?\n A Review of Recent Advances\n\nI need to evaluate how relevant the foll... | paper_relevance_scoring | {
"ground_truth": 0.4396813660734926,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "The ability of an agent to detect changes in an environment is key to successful adaptation. This ability involves at least two phases: learning a model of an environment, and detecting that a change is likely to have occurred when this model is no longer accurate. This task is... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Human-AI Symbiosis: A Survey of Current Approaches\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandidate Paper: {\... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "In order to be useful in the real world, AI agents need to plan and act in the presence of others, who may include adversarial and cooperative entities. In this paper, we consider the problem where an autonomous agent needs to act in a manner that clarifies its objectives to co... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Quantum Artificial Intelligence: A Brief Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandidate Paper: {\n ... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Superconducting circuits have emerged as a promising platform to build quantum processors. The challenge of designing a circuit is to compromise between realizing a set of performance metrics and reducing circuit complexity and noise sensitivity. At the same time, one needs to ... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Secure Physical Layer Communications for Low-Altitude Economy\n Networking: A Survey\n\nI need to evaluate how relevant the following paper is to... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "In the coming sixth-generation era, unmanned aerial vehicles (UAVs) have been explored for convenient air access and strong environmental adaptability to provide communication services for ground Internet-of-Things (IoT) devices. However, the inherent broadcast nature of wirele... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Circuit Masking: From Theory to Standardization, A Comprehensive Survey\n for Hardware Security Researchers and Practitioners\n\nI need to evalua... | paper_relevance_scoring | {
"ground_truth": 0.4928413840967679,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "We present an identity-based encryption in the relative-leakage model. In our construction, we firstly make use of a notion of new cryptographic primitive, identity-based hash proof system(IB-HPS), to construct a leakage-resilient IB-HPS based on a simple assumption and also pr... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Learning User Embeddings from Temporal Social Media Data: A Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCan... | paper_relevance_scoring | {
"ground_truth": 0.44599095824367563,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "The human immune system can be seen as a complex network structure that is able to respond to an almost unlimited multitude of foreign invaders such as viruses and bacteria. Hence, this parallel and distributed adaptive system promises tremendous potential in many intelligent c... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Current Advances in Computational Lung Ultrasound Imaging: A Review\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCa... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Image deconvolution is a standard numerical procedure used in medical ultrasound imaging for improving the resolution and contrast of diagnostic sonograms. However, due to the intrinsic bandlimitedness of ultrasound scanners and the adverse effect of measurement noises, image d... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A Survey of Text Watermarking in the Era of Large Language Models\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCand... | paper_relevance_scoring | {
"ground_truth": 0.43017924578422206,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "The combination of an exponential growth in the amount of data managed by a typical business intelligence system and the increased competitiveness of a global economy has propelled decision support systems (DSS) from the role of exploratory tools employed by a few visionary com... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Spatial Statistical Models: an overview under the Bayesian Approach\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCa... | paper_relevance_scoring | {
"ground_truth": 0.5371637941309123,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Ecological studies are based on characteristics of groups of individuals, which are common in various disciplines including epidemiology. It is of great interest for epidemiologists to study the geographical variation of a disease by accounting for the positive spatial dependen... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Security Modelling for Cyber-Physical Systems: A Systematic Literature\n Review\n\nI need to evaluate how relevant the following paper is to this... | paper_relevance_scoring | {
"ground_truth": 0.5161501560737607,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "A security model to facilitate the recording and investigation of organisational security data is proposed; this model employs a directory structure for security entities and relationships. The model database with associated software may then be employed to develop and display ... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Automated Evaluation for Student Argumentative Writing: A Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandi... | paper_relevance_scoring | {
"ground_truth": 0.4626532045631229,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Summary The following briefly overviews current computer tools available for clinical testing, diagnostic, and interviewing purposes. The impact of these computer-based assessment tools is then assessed in terms of empirical evidence regarding their performance and client respo... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A Survey of Modern Deep Learning based Object Detection Models\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandida... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Neural networks are both computationally intensive and memory intensive, making them difficult to deploy on embedded systems with limited hardware resources. To address this limitation, we introduce deep compression, a three stage pipeline: pruning, trained quantization and Huf... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Leaky Wave Antennas for Next Generation Wireless Applications in sub-THz\n Frequencies: Current Status and Research Challenges\n\nI need to evalu... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "This invited paper presents potential solutions for tackling some of the main underlying challenges toward developing sustainable Internet-of-things (IoT) devices with a focus on eco-friendly manufacturing, sustainable powering, and wireless connectivity for next-generation IoT... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Overview of BioASQ 2023: The eleventh BioASQ challenge on Large-Scale\n Biomedical Semantic Indexing and Question Answering\n\nI need to evaluate... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "The 2010 i2b2/VA Workshop on Natural Language Processing Challenges for Clinical Records presented three tasks: a concept extraction task focused on the extraction of medical concepts from patient reports; an assertion classification task focused on assigning assertion types fo... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Vision-Centric BEV Perception: A Survey\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandidate Paper: {\n \"abstra... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Recent multi-camera 3D object detectors usually leverage temporal information to construct multi-view stereo that alleviates the ill-posed depth estimation. However, they typically assume all the objects are static and directly aggregate features across frames. This work begins... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A survey on the complexity of learning quantum states\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandidate Paper:... | paper_relevance_scoring | {
"ground_truth": 0.5347650349209729,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Current benchmarks for midcircuit measurements (MCMs) are limited in scalability or the types of error they can quantify, necessitating new techniques for quantifying MCM performance. Here, we introduce a theory for learning stochastic Pauli noise in MCMs and use it to create M... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Multi-Task Learning in Natural Language Processing: An Overview\n\nI need to evaluate how relevant the following paper is to this topic.\n\nCandid... | paper_relevance_scoring | {
"ground_truth": 0.37955763605294945,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "The large-scale deployment and rapid development of the new generation mobile communication system un-derpin the widespread application of a massive and diverse range of Internet of things(IoT)devices.However,the dis-tributed application of IoT devices results to significant di... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Non-Relational Databases on FPGAs: Survey, Design Decisions, Challenges\n\nI need to evaluate how relevant the following paper is to this topic.\n... | paper_relevance_scoring | {
"ground_truth": 0.4334912507772599,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "This work proposes application of a state-dependent Riccati equation (SDRE) controller for wheeled mobile cooperative manipulators. Implementation of the SDRE on a wheeled mobile manipulator (WMM) considering holonomic and non-holonomic constraints is difficult and leads to ins... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: A Survey on Game Playing Agents and Large Models: Methods, Applications,\n and Challenges\n\nI need to evaluate how relevant the following paper ... | paper_relevance_scoring | {
"ground_truth": 0.4114049489920283,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Building the mediation system,not only can ease the pressure on the courts to settle disputes,but also can enrich the way people handle disputes.With the judicial practice of the increasing emphasis on mediation,mediations show a generalization of the trend,the main functions o... |
paper_relevance_grpo | [
{
"content": "You are an expert researcher evaluating whether a paper is relevant to a survey topic.\n\nTask:\nI am writing a survey paper about the topic:\n\nTopic: Structuring the Unstructured: A Systematic Review of Text-to-Structure\n Generation for Agentic AI with a Universal Evaluation Framework\n\nI nee... | paper_relevance_scoring | {
"ground_truth": 1,
"style": "rule"
} | {
"candidate_paper": {
"abstract": "Charts are commonly used for exploring data and communicating insights. Generating natural language summaries from charts can be very helpful for people in inferring key insights that would otherwise require a lot of cognitive and perceptual efforts. We present Chart-to-text, a... |
End of preview. Expand in Data Studio
DeepSearch Survey-Oriented Retrieval Data
This dataset contains parsed section-level survey data, expert-survey-derived retrieval trajectories, paper-filtering examples, selector state-action supervision, RL topic records, and a held-out evaluation benchmark.
Main Splits
| Component | Train | Validation | Test/Raw |
|---|---|---|---|
| Paper Filter SFT | 1,169,178 | 33,566 | -- |
| Paper Filter RL | 2,219 | 117 | -- |
| Retrieval Selector SFT | 7,451 | 392 | -- |
| Retrieval Selector RL | 1,000 topics | 30 topics | -- |
| Parsed section-level surveys | -- | -- | 11,588 |
| Constructed trajectories | -- | -- | 3,152 |
| Benchmark topics | -- | -- | 300 |
Filter SFT records contain a messages conversation ending in yes or no.
Selector SFT records contain a messages conversation ending in search,
citation, or END. RL records use the VERL-style prompt, reward_model,
and extra_info fields.
The benchmark includes the same 300 topic annotations for all methods and
released rollouts for the three selector-training variants evaluated with the
SFT paper filter. Every output directory contains 300 topic files plus one
_summary.json.
Target references and section targets are supervision and evaluation signals; they are not provided to the retrieval agent at inference time.
Parsed Survey Records
Each file under surveys/parsed_section_level/ represents one
expert-written survey and contains:
topic: the survey title used as the retrieval topic;sections: section titles and their reference-title-to-AMiner-ID mappings;references: bibliographic metadata with title, abstract, and AMiner ID.
These records contain the parsed section structure and reference metadata, not
the full text of the source surveys. Starting from 11,920 source files, the
release retains 11,588 records after removing unusable records and duplicate
surveys. surveys/quality_report.json specifies the checks, cleaning counts,
domain counts, excluded records, and deduplication decisions.
Data Sources and Limitations
The records are derived from scholarly metadata and expert-written survey bibliographies, augmented with model judgments. A source survey bibliography is a high-confidence but non-exhaustive signal and should not be interpreted as a complete set of relevant papers. Users are responsible for complying with the terms of the original paper and metadata providers.
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