# SEAR

Source: [SEAR](<https://www.sota2.com/research/dataset/sear>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 10. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/sear.md?page=2>): Follow this link to discover more pages.

- [Question Answering on Search-QA](<https://www.sota2.com/research/sota/question-answering-on-search-qa.md>): Question Answering; Search-QA.

- [Cross-modality Person Re-identification on SYSU-MM01 (All Search)](<https://www.sota2.com/research/sota/cross-modality-person-re-identification-on-sysu-mm01-all-search.md>): Cross-modality Person Re-identification; SYSU-MM01 (All Search).

- [Visible-Infrared Person Re-identification on SYSU-MM01 Indoor-Search](<https://www.sota2.com/research/sota/visible-infrared-person-re-identification-on-sysu-mm01-indoor-search.md>): Visible-Infrared Person Re-identification; SYSU-MM01 Indoor-Search.

- [Multimodal Search on MMSearch](<https://www.sota2.com/research/sota/multimodal-search-on-mmsearch.md>): Multimodal Search; MMSearch.

- [Cross-modality Person Re-identification on SYSU-MM01 (Indoor Search)](<https://www.sota2.com/research/sota/cross-modality-person-re-identification-on-sysu-mm01-indoor-search.md>): Cross-modality Person Re-identification; SYSU-MM01 (Indoor Search).

- [Visible-Infrared Person Re-Identification on SYSU-MM01 All-Search](<https://www.sota2.com/research/sota/visible-infrared-person-re-identification-on-sysu-mm01-all-search.md>): Visible-Infrared Person Re-Identification; SYSU-MM01 All-Search.

- [Deep Research Report Generation on DeepResearch Bench](<https://www.sota2.com/research/sota/deep-research-report-generation-on-deepresearch-bench.md>): Deep Research Report Generation; DeepResearch Bench.

- [Sepsis prediction on eICU Collaborative Research Database (test)](<https://www.sota2.com/research/sota/sepsis-prediction-on-eicu-collaborative-research-database-test.md>): Sepsis prediction; eICU Collaborative Research Database (test).

- [Prolonged ICU Stay Prediction (Survival Metrics) on eICU-CRD (test)](<https://www.sota2.com/research/sota/prolonged-icu-stay-prediction-survival-metrics-on-eicu-crd-test.md>): Prolonged ICU stay prediction; eICU Collaborative Research Database (eICU-CRD) (test).

- [Regression on Criteo Sponsored Search Conversion Log (test)](<https://www.sota2.com/research/sota/regression-on-criteo-sponsored-search-conversion-log-test.md>): Regression; Criteo Sponsored Search Conversion Log (test).

- [Visible-Infrared Person Re-Identification on SYSU-MM01 All Search v1](<https://www.sota2.com/research/sota/visible-infrared-person-re-identification-on-sysu-mm01-all-search-v1.md>): Visible-Infrared Person Re-Identification; SYSU-MM01 All Search v1.

- [Web Search Question Answering on SearchQA (held-out test)](<https://www.sota2.com/research/sota/web-search-question-answering-on-searchqa-held-out-test.md>): Web Search Question Answering; SearchQA held-out (test).

- [Multimodal Search-based Question Answering on MMSearch](<https://www.sota2.com/research/sota/multimodal-search-based-question-answering-on-mmsearch.md>): Multimodal Search-based Question Answering; MMSearch.

- [Deep Research on DeepResearch Bench](<https://www.sota2.com/research/sota/deep-research-on-deepresearch-bench.md>): Deep Research; DeepResearch Bench.

- [RGB-Infrared Cross-Modality Person Re-Identification on SYSU-MM01 (All Search Single-Shot)](<https://www.sota2.com/research/sota/rgb-infrared-cross-modality-person-re-identification-on-sysu-mm01-all-search-single-shot.md>): RGB-Infrared Cross-Modality Person Re-Identification; SYSU-MM01 All Search Single-Shot.

- [Question Answering on SearchQA (test)](<https://www.sota2.com/research/sota/question-answering-on-searchqa-test.md>): Question Answering; SearchQA (test).

- [Question Answering on SearchQA](<https://www.sota2.com/research/sota/question-answering-on-searchqa.md>): Question Answering; SearchQA.

- [Question Answering on SearchQA (Accuracy, Consistency Rate, Overconfidence Rate)](<https://www.sota2.com/research/sota/question-answering-on-searchqa-accuracy-consistency-rate-overconfidence-rate.md>): Question Answering; SearchQA.

- [Deep Research on ResearchQA](<https://www.sota2.com/research/sota/deep-research-on-researchqa.md>): Deep Research; ResearchQA.

- [Multi-objective search on Local Wiki Search](<https://www.sota2.com/research/sota/multi-objective-search-on-local-wiki-search.md>): Multi-objective search; Local Wiki Search.

- [Deep Search on Deep Search Tasks (test)](<https://www.sota2.com/research/sota/deep-search-on-deep-search-tasks-test.md>): Deep Search; Deep Search Tasks (test).

- [Automated Red-Teaming of LLM-Based Search Agents on SAFESEARCH](<https://www.sota2.com/research/sota/automated-red-teaming-of-llm-based-search-agents-on-safesearch.md>): Automated Red-Teaming of LLM-Based Search Agents; SAFESEARCH.

- [Code Summarization on CodeSearchNet-Java (CodeXGLUE test)](<https://www.sota2.com/research/sota/code-summarization-on-codesearchnet-java-codexglue-test.md>): Code Summarization; CodeSearchNet-Java (CSN) CodeXGLUE (test).

- [Short Text Clustering on SearchSnippets](<https://www.sota2.com/research/sota/short-text-clustering-on-searchsnippets.md>): Short Text Clustering; SearchSnippets.

- [Science Question Answering on ResearchQA (accuracy)](<https://www.sota2.com/research/sota/science-question-answering-on-researchqa-accuracy.md>): Science Question Answering; ResearchQA.

- [AI-generated text detection on AcademicResearch](<https://www.sota2.com/research/sota/ai-generated-text-detection-on-academicresearch.md>): AI-generated text detection; AcademicResearch.

- [Natural Language Code Search on CodeSearchNet](<https://www.sota2.com/research/sota/natural-language-code-search-on-codesearchnet.md>): Natural Language Code Search; CodeSearchNet.

- [Neural Code Search on Neural Code Search (test)](<https://www.sota2.com/research/sota/neural-code-search-on-neural-code-search-test.md>): Neural Code Search; Neural Code Search (NCS) (test).

- [Broad Information Seeking on WideSearch](<https://www.sota2.com/research/sota/broad-information-seeking-on-widesearch.md>): Broad Information Seeking; WideSearch.

- [Search-based Reasoning on Search-based QA suite](<https://www.sota2.com/research/sota/search-based-reasoning-on-search-based-qa-suite.md>): Search-based Reasoning; Search-based QA suite.

- [Sponsored Search Conversion on Criteo Sponsored Search Conversion (val)](<https://www.sota2.com/research/sota/sponsored-search-conversion-on-criteo-sponsored-search-conversion-val.md>): Sponsored Search Conversion; Criteo Sponsored Search Conversion (val).

- [Multi-turn Agent Task on Search-QA](<https://www.sota2.com/research/sota/multi-turn-agent-task-on-search-qa.md>): Multi-turn Agent Task; Search-QA.

- [RGB-Infrared Cross-Modality Person Re-Identification on SYSU-MM01 All Search Multi-shot](<https://www.sota2.com/research/sota/rgb-infrared-cross-modality-person-re-identification-on-sysu-mm01-all-search-multi-shot.md>): RGB-Infrared Cross-Modality Person Re-Identification; SYSU-MM01 All Search Multi-shot.

- [Agentic Search Benchmarks Average](<https://www.sota2.com/research/sota/agentic-search-benchmarks-average.md>): Agentic Search; Agentic Search Benchmarks Average.

- [Agentic Search on DeepSearchQA](<https://www.sota2.com/research/sota/agentic-search-on-deepsearchqa.md>): Agentic Search; DeepSearchQA.

- [Web-based research on DeepResearchBench (test)](<https://www.sota2.com/research/sota/web-based-research-on-deepresearchbench-test.md>): Web-based research; DeepResearchBench (test).

- [Search behavior prediction on JDSearch](<https://www.sota2.com/research/sota/search-behavior-prediction-on-jdsearch.md>): Search behavior prediction; JDSearch.

- [Information Retrieval on Metadata Search Corpus](<https://www.sota2.com/research/sota/information-retrieval-on-metadata-search-corpus.md>): Information Retrieval; Metadata Search Corpus.

- [Search-oriented Visual Question Answering on Search-oriented Benchmarks 1.0 (test val)](<https://www.sota2.com/research/sota/search-oriented-visual-question-answering-on-search-oriented-benchmarks-1-0-test-val.md>): Search-oriented Visual Question Answering; Search-oriented Benchmarks 1.0 (test val).

- [Question Answering on SearchQA (dev)](<https://www.sota2.com/research/sota/question-answering-on-searchqa-dev.md>): Question Answering; SearchQA (dev).

- [Research method classification on LIS research method dataset (test)](<https://www.sota2.com/research/sota/research-method-classification-on-lis-research-method-dataset-test.md>): Research method classification; LIS research method dataset (test).

- [Multimodal Search on MAT-Search](<https://www.sota2.com/research/sota/multimodal-search-on-mat-search.md>): Multimodal Search; MAT-Search.

- [Multimodal Search on HR-MMSearch](<https://www.sota2.com/research/sota/multimodal-search-on-hr-mmsearch.md>): Multimodal Search; HR-MMSearch.

- [Visible-Infrared Person Re-Identification on SYSU-MM01 Indoor Search v1](<https://www.sota2.com/research/sota/visible-infrared-person-re-identification-on-sysu-mm01-indoor-search-v1.md>): Visible-Infrared Person Re-Identification; SYSU-MM01 Indoor Search v1.

- [Deep Search on xbench DeepSearch (test)](<https://www.sota2.com/research/sota/deep-search-on-xbench-deepsearch-test.md>): Deep Search; xbench DeepSearch (test).

- [Code Generation on CodeSearchNet (test)](<https://www.sota2.com/research/sota/code-generation-on-codesearchnet-test.md>): Code Generation; CodeSearchNet (test).

- [Multimodal Agentic Search on MMSearch](<https://www.sota2.com/research/sota/multimodal-agentic-search-on-mmsearch.md>): Multimodal Agentic Search; MMSearch.

- [Multimodal Search on MMSearch (Pass@1)](<https://www.sota2.com/research/sota/multimodal-search-on-mmsearch-pass-at-1.md>): Multimodal Search; MMSearch.

- [High-Resolution Multi-modal Search on HR-MMSearch](<https://www.sota2.com/research/sota/high-resolution-multi-modal-search-on-hr-mmsearch.md>): High-Resolution Multi-modal Search; HR-MMSearch.

- [Multi-modal Search on MMSearch (Score)](<https://www.sota2.com/research/sota/multi-modal-search-on-mmsearch-score.md>): Multi-modal Search; MMSearch.

- [Visual Reasoning on MMSearch-Plus](<https://www.sota2.com/research/sota/visual-reasoning-on-mmsearch-plus.md>): Visual Reasoning; MMSearch-Plus.

- [Mathematical Reasoning on AIME24 search](<https://www.sota2.com/research/sota/mathematical-reasoning-on-aime24-search.md>): Mathematical Reasoning; AIME24 search.

- [Deep Search on XBench DeepSearch (Accuracy)](<https://www.sota2.com/research/sota/deep-search-on-xbench-deepsearch-accuracy.md>): Deep Search; XBench DeepSearch.

- [Multi-hop Question Answering on Bamboogle online Google Search API (test val)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-bamboogle-online-google-search-api-test-val.md>): Multi-hop Question Answering; Bamboogle online Google Search API (test val).

- [Multi-hop Question Answering on MuSiQue online Google Search API (val test)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-musique-online-google-search-api-val-test.md>): Multi-hop Question Answering; MuSiQue online Google Search API (val test).

- [Multi-hop Question Answering on 2WikiMultiHopQA online Google Search API (test val)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-2wikimultihopqa-online-google-search-api-test-val.md>): Multi-hop Question Answering; 2WikiMultiHopQA online Google Search API (test val).

- [Multi-hop Question Answering on HotpotQA online Google Search API (test val)](<https://www.sota2.com/research/sota/multi-hop-question-answering-on-hotpotqa-online-google-search-api-test-val.md>): Multi-hop Question Answering; HotpotQA online Google Search API (test val).

- [Multimodal Agent Task on MMSearch-Plus](<https://www.sota2.com/research/sota/multimodal-agent-task-on-mmsearch-plus.md>): Multimodal Agent Task; MMSearch-Plus.

- [Multi-objective search on Online Web Search](<https://www.sota2.com/research/sota/multi-objective-search-on-online-web-search.md>): Multi-objective search; Online Web Search.

- [Missing Data Imputation on eICU Simulation (n=5000, p=40, Blockwise Missing)](<https://www.sota2.com/research/sota/missing-data-imputation-on-eicu-simulation-n-5000-p-40-blockwise-missing.md>): Missing Data Imputation; eICU Collaborative Research Database Simulation of Blockwise Missing Data n=5000, p=40.

- [Deep Research on DeepResearch Bench official 100-task-subset 1.0](<https://www.sota2.com/research/sota/deep-research-on-deepresearch-bench-official-100-task-subset-1-0.md>): Deep Research; DeepResearch Bench official 100-task-subset 1.0.

- [Deep-search QA on Xbench-DeepSearch (test)](<https://www.sota2.com/research/sota/deep-search-qa-on-xbench-deepsearch-test.md>): Deep-search QA; Xbench-DeepSearch (test).

- [Multimodal Search on MMSearch (test)](<https://www.sota2.com/research/sota/multimodal-search-on-mmsearch-test.md>): Multimodal Search; MMSearch (test).

- [Information Retrieval on Korean Web Search Offline Evaluation set (test)](<https://www.sota2.com/research/sota/information-retrieval-on-korean-web-search-offline-evaluation-set-test.md>): Information Retrieval; Korean Web Search Offline Evaluation set (test).

- [Retrieval-Augmented Question Answering on DeepSearch Average](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-average.md>): Retrieval-Augmented Question Answering; DeepSearch Average.

- [Retrieval-Augmented Question Answering on DeepSearch Bamboogle](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-bamboogle.md>): Retrieval-Augmented Question Answering; DeepSearch Bamboogle.

- [Retrieval-Augmented Question Answering on DeepSearch Musique (SR, Tokens (K))](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-musique-sr-tokens-k.md>): Retrieval-Augmented Question Answering; DeepSearch Musique.

- [Retrieval-Augmented Question Answering on DeepSearch 2wiki](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-2wiki.md>): Retrieval-Augmented Question Answering; DeepSearch 2wiki.

- [Retrieval-Augmented Question Answering on DeepSearch HotpotQA](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-hotpotqa.md>): Retrieval-Augmented Question Answering; DeepSearch HotpotQA.

- [Retrieval-Augmented Question Answering on DeepSearch PopQA](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-popqa.md>): Retrieval-Augmented Question Answering; DeepSearch PopQA.

- [Retrieval-Augmented Question Answering on DeepSearch TriviaQA](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-triviaqa.md>): Retrieval-Augmented Question Answering; DeepSearch TriviaQA.

- [Retrieval-Augmented Question Answering on DeepSearch NQ](<https://www.sota2.com/research/sota/retrieval-augmented-question-answering-on-deepsearch-nq.md>): Retrieval-Augmented Question Answering; DeepSearch NQ.

- [Code Search on Code-Search](<https://www.sota2.com/research/sota/code-search-on-code-search.md>): Code Search; Code-Search.

- [Information Retrieval on Academic Search Psychology](<https://www.sota2.com/research/sota/information-retrieval-on-academic-search-psychology.md>): Information Retrieval; Academic Search Psychology.

- [Information Retrieval on Academic Search Political Science](<https://www.sota2.com/research/sota/information-retrieval-on-academic-search-political-science.md>): Information Retrieval; Academic Search Political Science.

- [Information Retrieval on Academic Search Physics](<https://www.sota2.com/research/sota/information-retrieval-on-academic-search-physics.md>): Information Retrieval; Academic Search Physics.

- [Information Retrieval on Academic Search Computer Science](<https://www.sota2.com/research/sota/information-retrieval-on-academic-search-computer-science.md>): Information Retrieval; Academic Search Computer Science.

- [Deep Information Search and Synthesis on xbench DeepSearch](<https://www.sota2.com/research/sota/deep-information-search-and-synthesis-on-xbench-deepsearch.md>): Deep Information Search and Synthesis; xbench DeepSearch.

- [Extractive Question Answering on SearchQA MRQA](<https://www.sota2.com/research/sota/extractive-question-answering-on-searchqa-mrqa.md>): Extractive Question Answering; SearchQA MRQA.

- [RGB-Infrared Cross-Modality Person Re-Identification on SYSU-MM01 Indoor-Search Single-Shot](<https://www.sota2.com/research/sota/rgb-infrared-cross-modality-person-re-identification-on-sysu-mm01-indoor-search-single-shot.md>): RGB-Infrared Cross-Modality Person Re-Identification; SYSU-MM01 Indoor-Search Single-Shot.