data/litsearch_sample.jsonl

{"id": "litsearch_8", "query": "Can you list some publications that discuss the evaluation metrics used in semantic role labeling tasks, specifically focusing on precision and evaluation scripts used in shared tasks like SemEval?", "target_corpus_ids": [561429, 17553490, 16509032], "query_set": "inline_acl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_13", "query": "Can you point me towards research on contrastive learning methods used for fine-tuning sentence representations, where in-batch negatives may sometimes unintentionally be similar to the positive examples?", "target_corpus_ids": [235187266, 233296292], "query_set": "inline_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_16", "query": "Can you recommend a foundational paper that provides a scalable framework for generating English sentences with controllable semantic and syntactic attributes for the purpose of augmenting datasets in NLP tasks?", "target_corpus_ids": [216914087], "query_set": "inline_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_24", "query": "Can you suggest recent studies that have integrated prompt fine-tuning into semi-supervised learning workflows for natural language understanding tasks?", "target_corpus_ids": [210838924], "query_set": "inline_acl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_26", "query": "Can you suggest some recent datasets that have been used for studying stance detection in tweets, particularly those targeting specific individuals and events since 2020?", "target_corpus_ids": [236477909, 236460157], "query_set": "inline_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_27", "query": "Could you direct me towards a study that explores the potential to predict a reader's native language based on their eye movement patterns while reading English texts?", "target_corpus_ids": [14515265], "query_set": "inline_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_54", "query": "I'm searching for studies that explore advancements in dependency parsing, particularly using graph-to-graph transformers with iterative refinement processes. Which publications should I look into?", "target_corpus_ids": [214713480], "query_set": "inline_acl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_67", "query": "What are some recent advancements in training systems to parse complex multi-hop questions into a sequence of simpler query steps for improved question answering?", "target_corpus_ids": [211003735], "query_set": "inline_acl", "specificity": 0, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_73", "query": "What papers should I refer to if I want to explore datasets and shared tasks designed for the purpose of fact verification using evidence from Wikipedia?", "target_corpus_ids": [4711425], "query_set": "inline_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_101", "query": "Are there any research papers investigating the improvement of radiology report summarization through the application of graph neural networks in conjunction with biomedical entity extraction?", "target_corpus_ids": [236477655], "query_set": "inline_nonacl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_104", "query": "Are there any studies on incorporating external commonsense knowledge into conversational models to enhance emotional support?", "target_corpus_ids": [247748640], "query_set": "inline_nonacl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_109", "query": "Can you recommend research that uses an LLM to generate better prompts/tempates given task input/output?", "target_corpus_ids": [229923710], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_135", "query": "Could you recommend a study that investigates how a subset with clean, annotated datasets improve denoising methods?", "target_corpus_ids": [235421599], "query_set": "inline_nonacl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_164", "query": "Could you recommend research that explores identifying excess and insufficient translations in evaluating machine translation, especially regarding resolving label discrepancies in cases of omitted content?", "target_corpus_ids": [247223093], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_201", "query": "Could you suggest a thorough comparative analysis or review of the performance of different pretrained transformer architectures, such as BERT, in text ranking applications?", "target_corpus_ids": [222310837], "query_set": "inline_nonacl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_210", "query": "Could you suggest research that examines how coreference resolution affects dialogue summarization quality?", "target_corpus_ids": [235446920], "query_set": "inline_nonacl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_220", "query": "Could you suggest research that examines the difficulties in employing weakly labeled datasets for named entity recognition and offers techniques to mitigate the associated data noise?", "target_corpus_ids": [235446386], "query_set": "inline_nonacl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_224", "query": "Could you suggest research that explores generating synthetic labels for sentences within a vast text collection to pre-train models for few-shot learning applications?", "target_corpus_ids": [237452236], "query_set": "inline_nonacl", "specificity": 0, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_256", "query": "Has there been any work that improves the work on integrated gradients by leveraging interpolation strategies to improve gradient accuracies?", "target_corpus_ids": [237363853], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_267", "query": "Have any research papers introduced a dedicated pre-training architecture designed to improve dense retrieval system efficacy?", "target_corpus_ids": [237581068], "query_set": "inline_nonacl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_269", "query": "Have any research papers investigated the creation of datasets through model-generated data for annotators to identify hallucinations in the results, specifically for developing diagnostic evaluation datasets?", "target_corpus_ids": [233289483], "query_set": "inline_nonacl", "specificity": 0, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_283", "query": "Is there a dataset available for open-domain targeted sentiment analysis containing user reviews from platforms like Yelp and Amazon?", "target_corpus_ids": [237497416], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_288", "query": "Is there any paper that tried fine-tuning mBERT to enhance word-level alignment in a multilingual setting?", "target_corpus_ids": [231648372], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_297", "query": "What are some scholarly articles that explore the enhancement of dense retrieval in student models through the application of prediction distributions from teacher models?", "target_corpus_ids": [244799249], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_300", "query": "What are the latest developments in conversational agents that integrate external knowledge sources and employ diverse tactics to offer emotional support during interactions?", "target_corpus_ids": [247748640], "query_set": "inline_nonacl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_316", "query": "What research exists on using reinforcement learning methods for event prediction in temporal knowledge graphs?", "target_corpus_ids": [237454564], "query_set": "inline_nonacl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_332", "query": "What techniques exist for efficiently fine-tuning transformer language models by adjusting a limited set of parameters?", "target_corpus_ids": [230433941], "query_set": "inline_nonacl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_338", "query": "Which method involves training additional prompt tokens for every layer during the fine-tuning of language models, specifically evaluating their performance on generation tasks?", "target_corpus_ids": [230433941], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_350", "query": "ould you direct me to research that shows that the transfer of specialized knowledge between various ABSA tasks if trained under the same paradigm?", "target_corpus_ids": [238259938], "query_set": "inline_nonacl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_351", "query": "Are there any examples of using dense phrase retrieval systems in the automatic curation of entity dictionaries?", "target_corpus_ids": [252907578], "query_set": "manual_acl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_375", "query": "Is there a paper that uses Explainable AI techniques to investigate how language models represent the expression of morality?", "target_corpus_ids": [259370854], "query_set": "manual_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_382", "query": "Is there a tool that can automatically segment speech and the corresponding text transcriptions, to obtain a finer grained alignment?", "target_corpus_ids": [258866035], "query_set": "manual_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_395", "query": "Is there any paper that constructs augmented training data based on the entity-to-entity correlations?", "target_corpus_ids": [252918792], "query_set": "manual_acl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_398", "query": "Is there any paper that explores using only an encoder-only masked language model for open-ended long text generation (such as story generation)?", "target_corpus_ids": [259370630], "query_set": "manual_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_413", "query": "Is there any paper that utilizes masked language modeling to defend against word-level adversarial attacks?", "target_corpus_ids": [259370879], "query_set": "manual_acl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_434", "query": "Which knowledge graph completion method focuses on reducing memory usage by pruning features?", "target_corpus_ids": [251710245], "query_set": "manual_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_454", "query": "Which paper first introduced document content as an intermediate generation target and utilized textual document identifiers in generative retrieval?", "target_corpus_ids": [258762633], "query_set": "manual_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_461", "query": "Which paper first published a real-world Chinese-English text image translation dataset?", "target_corpus_ids": [258960136], "query_set": "manual_acl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_467", "query": "Which paper found that mutual learning benefits multlingual models?", "target_corpus_ids": [258887491], "query_set": "manual_acl", "specificity": 0, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_472", "query": "Which paper investigates the influence of the diversity of source tasks on the performance of target tasks in prompt tuning using CrossFit?", "target_corpus_ids": [256900985], "query_set": "manual_acl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_483", "query": "Which paper proposes a memory-efficient optimizer considering the confidence of each update during the optimization?", "target_corpus_ids": [259342823], "query_set": "manual_acl", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_486", "query": "Which paper showed that social relationships were helpful for identifying inappropriate messages?", "target_corpus_ids": [259360414], "query_set": "manual_acl", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_512", "query": "Are there sequential learning guarantees for configuring a linear system solver under a distributional assumption on the systems' target vectors?", "target_corpus_ids": [263609239], "query_set": "manual_iclr", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_514", "query": "Can you find a dataset that shows LLM-based evaluation may not be reliable enough?", "target_corpus_ids": [263834884], "query_set": "manual_iclr", "specificity": 0, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_517", "query": "In video diffusion models, is there any paper that tried decomposing video instruction into sub instructions of different time?", "target_corpus_ids": [257766959], "query_set": "manual_iclr", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_520", "query": "Is there a paper which applies Bayesian optimization to modular continual learning?", "target_corpus_ids": [259138821], "query_set": "manual_iclr", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_542", "query": "What open-source dataset combined knowledge retrieval with constraint satisfaction queries?", "target_corpus_ids": [264439509], "query_set": "manual_iclr", "specificity": 1, "quality": 2, "source": "LitSearch"}
{"id": "litsearch_555", "query": "What paper mitigates language model sampling errors due to the softmax bottleneck?", "target_corpus_ids": [263608672], "query_set": "manual_iclr", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_560", "query": "What research first proposed a new kind of cascaded diffusion of a Markov process?", "target_corpus_ids": [261582259], "query_set": "manual_iclr", "specificity": 1, "quality": 1, "source": "LitSearch"}
{"id": "litsearch_562", "query": "What work proposes a model to learn a latent regular cell complex from data?", "target_corpus_ids": [258887582], "query_set": "manual_iclr", "specificity": 1, "quality": 2, "source": "LitSearch"}