# Oral

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

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 6. This is an index page, not the full collection.

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

- [Image Classification on CIFAR-10-C continual temporal streams 1.0 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-c-continual-temporal-streams-1-0-test.md>): Image Classification; CIFAR-10-C continual temporal streams 1.0 (test).

- [Open-ended VQA on MMOral-OPG](<https://www.sota2.com/research/sota/open-ended-vqa-on-mmoral-opg.md>): Open-ended VQA; MMOral-OPG.

- [Temporal Information Retrieval on Temporal Nobel Prize (TNP)](<https://www.sota2.com/research/sota/temporal-information-retrieval-on-temporal-nobel-prize-tnp.md>): Temporal Information Retrieval; Temporal Nobel Prize (TNP).

- [Value Alignment on VITAL Distributional MORALCHOICE](<https://www.sota2.com/research/sota/value-alignment-on-vital-distributional-moralchoice.md>): Value Alignment; VITAL Distributional MORALCHOICE.

- [Causal Discovery on Synthetic Temporal Sequences (SHD, SID)](<https://www.sota2.com/research/sota/causal-discovery-on-synthetic-temporal-sequences-shd-sid.md>): Causal Discovery; Synthetic Temporal Sequences.

- [Model diagnostic efficiency on LOMO behavioral dataset (held-out model fold)](<https://www.sota2.com/research/sota/model-diagnostic-efficiency-on-lomo-behavioral-dataset-held-out-model-fold.md>): Model diagnostic efficiency; LOMO behavioral dataset (held-out model fold).

- [Multimodal Dental Question Answering on MMOral-Uni](<https://www.sota2.com/research/sota/multimodal-dental-question-answering-on-mmoral-uni.md>): Multimodal Dental Question Answering; MMOral-Uni.

- [Classification on Temporal heterogeneity synthetic datasets](<https://www.sota2.com/research/sota/classification-on-temporal-heterogeneity-synthetic-datasets.md>): Classification; Temporal heterogeneity synthetic datasets.

- [Causal Faithfulness Evaluation on FineWeb Temporal](<https://www.sota2.com/research/sota/causal-faithfulness-evaluation-on-fineweb-temporal.md>): Causal Faithfulness Evaluation; FineWeb Temporal.

- [Multimodal Dental Image Analysis on MMOral-Uni 1.0 (test)](<https://www.sota2.com/research/sota/multimodal-dental-image-analysis-on-mmoral-uni-1-0-test.md>): Multimodal Dental Image Analysis; MMOral-Uni 1.0 (test).

- [Moral Reasoning on MMLU Moral Scenarios (test)](<https://www.sota2.com/research/sota/moral-reasoning-on-mmlu-moral-scenarios-test.md>): Moral Reasoning; MMLU Moral Scenarios (test).

- [Commonsense Morality on ETHICS Commonsense Morality (test)](<https://www.sota2.com/research/sota/commonsense-morality-on-ethics-commonsense-morality-test.md>): Commonsense Morality; ETHICS Commonsense Morality (test).

- [Moral Stories task on Moral Stories (test)](<https://www.sota2.com/research/sota/moral-stories-task-on-moral-stories-test.md>): Moral Stories task; Moral Stories (test).

- [Music Modeling on J.S. Bach Chorales 16th notes (val)](<https://www.sota2.com/research/sota/music-modeling-on-j-s-bach-chorales-16th-notes-val.md>): Music Modeling; J.S. Bach Chorales 16th notes (val).

- [Sycophancy Evaluation on MIST Moral](<https://www.sota2.com/research/sota/sycophancy-evaluation-on-mist-moral.md>): Sycophancy Evaluation; MIST Moral.

- [Medical Question Answering on OralQA-ZH (test)](<https://www.sota2.com/research/sota/medical-question-answering-on-oralqa-zh-test.md>): Medical Question Answering; OralQA-ZH (test).

- [Temporal Reasoning (date) on Synthetic Temporal Dataset (10-fold CV)](<https://www.sota2.com/research/sota/temporal-reasoning-date-on-synthetic-temporal-dataset-10-fold-cv.md>): Temporal Reasoning (date); Synthetic Temporal Dataset (10-fold CV).

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

- [Memory-Augmented Question Answering on LoCoMo Temporal](<https://www.sota2.com/research/sota/memory-augmented-question-answering-on-locomo-temporal.md>): Memory-Augmented Question Answering; LoCoMo Temporal.

- [Open-ended VQA on MMOral-X](<https://www.sota2.com/research/sota/open-ended-vqa-on-mmoral-x.md>): Open-ended VQA; MMOral-X.

- [Formula translation complexity analysis on Temporal Logic Requirement Patterns past semantics](<https://www.sota2.com/research/sota/formula-translation-complexity-analysis-on-temporal-logic-requirement-patterns-past-semantics.md>): Formula translation complexity analysis; Temporal Logic Requirement Patterns past semantics.

- [Long-horizon Question Answering on LoCoMo Temporal 1.0](<https://www.sota2.com/research/sota/long-horizon-question-answering-on-locomo-temporal-1-0.md>): Long-horizon Question Answering; LoCoMo Temporal 1.0.

- [Conversational Question Answering on LoCoMo Temporal](<https://www.sota2.com/research/sota/conversational-question-answering-on-locomo-temporal.md>): Conversational Question Answering; LoCoMo Temporal.

- [Multi-Agent Path Finding on 400x400x25 grid environment (4 temporal NFZs) (20 scenarios)](<https://www.sota2.com/research/sota/multi-agent-path-finding-on-400x400x25-grid-environment-4-temporal-nfzs-20-scenarios.md>): Multi-Agent Path Finding; 400x400x25 grid environment (4 temporal NFZs) (20 scenarios).

- [Multi-Agent Path Finding on 400x400x25 grid environment (20 scenarios)](<https://www.sota2.com/research/sota/multi-agent-path-finding-on-400x400x25-grid-environment-20-scenarios.md>): Multi-Agent Path Finding; 400x400x25 grid environment 2 temporal NFZs (20 scenarios).

- [Multi-Agent Path Finding on 400x400x25 grid environment 0 temporal NFZs (20 scenarios)](<https://www.sota2.com/research/sota/multi-agent-path-finding-on-400x400x25-grid-environment-0-temporal-nfzs-20-scenarios.md>): Multi-Agent Path Finding; 400x400x25 grid environment 0 temporal NFZs (20 scenarios).

- [Behavioral Alignment Steering on Six Behavioral Traits (Persona Dataset) (test)](<https://www.sota2.com/research/sota/behavioral-alignment-steering-on-six-behavioral-traits-persona-dataset-test.md>): Behavioral Alignment Steering; Six Behavioral Traits (Persona Dataset) (test).

- [Question Answering on LoCoMo Temporal](<https://www.sota2.com/research/sota/question-answering-on-locomo-temporal.md>): Question Answering; LoCoMo Temporal.

- [Sequential Visual Localization on ScanNet cross-temporal v2](<https://www.sota2.com/research/sota/sequential-visual-localization-on-scannet-cross-temporal-v2.md>): Sequential Visual Localization; ScanNet cross-temporal v2.

- [AMG Solver Convergence on Temporal Barabási-Albert](<https://www.sota2.com/research/sota/amg-solver-convergence-on-temporal-barab-si-albert.md>): AMG Solver Convergence; Temporal Barabási-Albert.

- [Solving Sparse Linear Systems on Temporal Barabási-Albert Symmetric](<https://www.sota2.com/research/sota/solving-sparse-linear-systems-on-temporal-barab-si-albert-symmetric.md>): Solving Sparse Linear Systems; Temporal Barabási-Albert Symmetric.

- [Intra-frame Image Registration on OR-PAM-Reg-Temporal-26K (test)](<https://www.sota2.com/research/sota/intra-frame-image-registration-on-or-pam-reg-temporal-26k-test.md>): Intra-frame Image Registration; OR-PAM-Reg-Temporal-26K (test).

- [Tabular Prediction on TabReD (original temporal splits)](<https://www.sota2.com/research/sota/tabular-prediction-on-tabred-original-temporal-splits.md>): Tabular Prediction; TabReD (original temporal splits).

- [Dental Abutment Design on Oral Scan Dataset](<https://www.sota2.com/research/sota/dental-abutment-design-on-oral-scan-dataset.md>): Dental Abutment Design; Oral Scan Dataset.

- [Dental Visual Question Answering on Intraoral Classification II](<https://www.sota2.com/research/sota/dental-visual-question-answering-on-intraoral-classification-ii.md>): Dental Visual Question Answering; Intraoral Classification II.

- [Dental Visual Question Answering on Intraoral Classification I](<https://www.sota2.com/research/sota/dental-visual-question-answering-on-intraoral-classification-i.md>): Dental Visual Question Answering; Intraoral Classification I.

- [Dental Visual Question Answering on MMMOral-OPG-Bench](<https://www.sota2.com/research/sota/dental-visual-question-answering-on-mmmoral-opg-bench.md>): Dental Visual Question Answering; MMOral-OPG-Bench.

- [Instruction-Based Image Editing on Reason50K Temporal Reasoning](<https://www.sota2.com/research/sota/instruction-based-image-editing-on-reason50k-temporal-reasoning.md>): Instruction-Based Image Editing; Reason50K Temporal Reasoning.

- [Root Cause Analysis on Petshop temporal traffic scenario](<https://www.sota2.com/research/sota/root-cause-analysis-on-petshop-temporal-traffic-scenario.md>): Root Cause Analysis; Petshop temporal traffic scenario.

- [Personality Alignment Evaluation on Big Five Inventory (BFI) and Behavioral Tasks](<https://www.sota2.com/research/sota/personality-alignment-evaluation-on-big-five-inventory-bfi-and-behavioral-tasks.md>): Personality Alignment Evaluation; Big Five Inventory (BFI) and Behavioral Tasks.

- [Taxonomic Classification on Oral](<https://www.sota2.com/research/sota/taxonomic-classification-on-oral.md>): Taxonomic Classification; Oral.

- [Taxonomic classification correction on Oral](<https://www.sota2.com/research/sota/taxonomic-classification-correction-on-oral.md>): Taxonomic classification correction; Oral.

- [Framing Sensitivity Evaluation on FRAGILE Temporal slice](<https://www.sota2.com/research/sota/framing-sensitivity-evaluation-on-fragile-temporal-slice.md>): Framing Sensitivity Evaluation; FRAGILE Temporal slice.

- [Personalized Embodied Navigation on PinNED (Temporal)](<https://www.sota2.com/research/sota/personalized-embodied-navigation-on-pinned-temporal.md>): Personalized Embodied Navigation; PinNED (Temporal).

- [Morality Attack on Designed Morality Attacks 1.0 (test)](<https://www.sota2.com/research/sota/morality-attack-on-designed-morality-attacks-1-0-test.md>): Morality Attack; Designed Morality Attacks 1.0 (test).

- [Heart Failure Prediction on OCHIN temporal domain shift 2012-2023 (test)](<https://www.sota2.com/research/sota/heart-failure-prediction-on-ochin-temporal-domain-shift-2012-2023-test.md>): Heart Failure Prediction; OCHIN temporal domain shift 2012-2023 (test).

- [CWE Classification on CVE-to-CWE mapping dataset Temporal 2 (test)](<https://www.sota2.com/research/sota/cwe-classification-on-cve-to-cwe-mapping-dataset-temporal-2-test.md>): CWE Classification; CVE-to-CWE mapping dataset Temporal 2 (test).

- [CWE Classification on CVE-to-CWE mapping dataset Temporal split 1 (test 1)](<https://www.sota2.com/research/sota/cwe-classification-on-cve-to-cwe-mapping-dataset-temporal-split-1-test-1.md>): CWE Classification; CVE-to-CWE mapping dataset Temporal split 1 (test 1).

- [Multi-instrument transcription on ChoraleBricks](<https://www.sota2.com/research/sota/multi-instrument-transcription-on-choralebricks.md>): Multi-instrument transcription; ChoraleBricks.

- [Spatio-temporal reasoning on VSTemporalI-Bench](<https://www.sota2.com/research/sota/spatio-temporal-reasoning-on-vstemporali-bench.md>): Spatio-temporal reasoning; VSTemporalI-Bench.

- [Recommendation on MovieLens 20M (30% temporal test)](<https://www.sota2.com/research/sota/recommendation-on-movielens-20m-30-percent-temporal-test.md>): Recommendation; MovieLens 20M (30% temporal test).

- [Forecasting on Spatio-Temporal Synthetic Dataset 1.0 (test)](<https://www.sota2.com/research/sota/forecasting-on-spatio-temporal-synthetic-dataset-1-0-test.md>): Forecasting; Spatio-Temporal Synthetic Dataset 1.0 (test).

- [Correlation Reasoning on Spatio-Temporal Synthetic Dataset 1.0 (test)](<https://www.sota2.com/research/sota/correlation-reasoning-on-spatio-temporal-synthetic-dataset-1-0-test.md>): Correlation Reasoning; Spatio-Temporal Synthetic Dataset 1.0 (test).

- [Entity Reasoning on Spatio-Temporal Synthetic Dataset 1.0 (test)](<https://www.sota2.com/research/sota/entity-reasoning-on-spatio-temporal-synthetic-dataset-1-0-test.md>): Entity Reasoning; Spatio-Temporal Synthetic Dataset 1.0 (test).

- [Etiological Reasoning on Spatio-Temporal Synthetic Dataset 1.0 (test)](<https://www.sota2.com/research/sota/etiological-reasoning-on-spatio-temporal-synthetic-dataset-1-0-test.md>): Etiological Reasoning; Spatio-Temporal Synthetic Dataset 1.0 (test).

- [Polyphonic Music Modeling on JSB Chorales](<https://www.sota2.com/research/sota/polyphonic-music-modeling-on-jsb-chorales.md>): Polyphonic music modeling; JSB Chorales.

- [Moral Reasoning on Moral OOD](<https://www.sota2.com/research/sota/moral-reasoning-on-moral-ood.md>): Moral Reasoning; Moral OOD.

- [Moral Reasoning on Moral ID](<https://www.sota2.com/research/sota/moral-reasoning-on-moral-id.md>): Moral Reasoning; Moral ID.

- [Voting Rule Evaluation on Synthetic Political Topics Electoral College](<https://www.sota2.com/research/sota/voting-rule-evaluation-on-synthetic-political-topics-electoral-college.md>): Voting Rule Evaluation; Synthetic Political Topics Electoral College.

- [Compositional 3D Generation on Aoralscan 3](<https://www.sota2.com/research/sota/compositional-3d-generation-on-aoralscan-3.md>): Compositional 3D Generation; Aoralscan 3.

- [Diagnosis Prediction on OCHIN temporal domain shift 2012-2023 (test)](<https://www.sota2.com/research/sota/diagnosis-prediction-on-ochin-temporal-domain-shift-2012-2023-test.md>): Diagnosis Prediction; OCHIN temporal domain shift 2012-2023 (test).

- [Temporal Reasoning on RoboInter-VQA Temporal](<https://www.sota2.com/research/sota/temporal-reasoning-on-robointer-vqa-temporal.md>): Temporal Reasoning; RoboInter-VQA Temporal.

- [Answer Generation on CORAL](<https://www.sota2.com/research/sota/answer-generation-on-coral.md>): Answer Generation; CORAL.

- [LTP (Long-term Temporal Profile) 10 profiles (800 judged probes) (Full)](<https://www.sota2.com/research/sota/ltp-long-term-temporal-profile-10-profiles-800-judged-probes-full.md>): Long-term Temporal Profile evaluation; LTP (Long-term Temporal Profile) 10 profiles (800 judged probes) (Full).

- [Text Generation on TemporalBench](<https://www.sota2.com/research/sota/text-generation-on-temporalbench.md>): Text Generation; TemporalBench.

- [3D Reconstruction on Real Corals](<https://www.sota2.com/research/sota/3d-reconstruction-on-real-corals.md>): 3D Reconstruction; Real Corals.

- [Website Fingerprinting on Temporal Drift Day 150](<https://www.sota2.com/research/sota/website-fingerprinting-on-temporal-drift-day-150.md>): Website Fingerprinting; Temporal Drift Day 150.

- [Temporal Semantic Understanding on Temporal Semantics Vinoground and TimeBlind (test)](<https://www.sota2.com/research/sota/temporal-semantic-understanding-on-temporal-semantics-vinoground-and-timeblind-test.md>): Temporal Semantic Understanding; Temporal Semantics Vinoground and TimeBlind (test).

- [Long-context Question Answering on LOCOMO Temporal](<https://www.sota2.com/research/sota/long-context-question-answering-on-locomo-temporal.md>): Long-context Question Answering; LOCOMO Temporal.

- [Temporal interpolation of resolved Fourier modes on dataset temporal interpolation regime \[0, 1\] (test)](<https://www.sota2.com/research/sota/temporal-interpolation-of-resolved-fourier-modes-on-dataset-temporal-interpolation-regime-0-1-test.md>): Temporal interpolation of resolved Fourier modes; dataset temporal interpolation regime \[0, 1\] (test).

- [Trajectory Generation on Mouse Organogenesis Spatiotemporal Atlas (MOSTA) Stereo-seq Interpolation (time 5)](<https://www.sota2.com/research/sota/trajectory-generation-on-mouse-organogenesis-spatiotemporal-atlas-mosta-stereo-seq-interpolation-time-5.md>): Trajectory Generation; Mouse Organogenesis Spatiotemporal Atlas (MOSTA) Stereo-seq Interpolation (time 5).

- [Constrained Music Generation on Bach Chorales](<https://www.sota2.com/research/sota/constrained-music-generation-on-bach-chorales.md>): Constrained Music Generation; Bach Chorales.

- [Scientific Impact Forecasting on arXiv June 2024 to November 2025 (temporal OOD)](<https://www.sota2.com/research/sota/scientific-impact-forecasting-on-arxiv-june-2024-to-november-2025-temporal-ood.md>): Scientific Impact Forecasting; arXiv June 2024 to November 2025 (temporal out-of-distribution (OOD)).

- [Long-context Question Answering on LoCoMo Temporal 2024](<https://www.sota2.com/research/sota/long-context-question-answering-on-locomo-temporal-2024.md>): Long-context Question Answering; LoCoMo Temporal 2024.

- [Post-deployment performance monitoring on FMoW Temporal Shift](<https://www.sota2.com/research/sota/post-deployment-performance-monitoring-on-fmow-temporal-shift.md>): Post-deployment performance monitoring; FMoW Temporal Shift.

- [Temporal Question Answering on LoCoMo Temporal](<https://www.sota2.com/research/sota/temporal-question-answering-on-locomo-temporal.md>): Temporal Question Answering; LoCoMo Temporal.

- [Value Alignment on Moral Integrity Corpus (MIC) (test)](<https://www.sota2.com/research/sota/value-alignment-on-moral-integrity-corpus-mic-test.md>): Value Alignment; Moral Integrity Corpus (MIC) 113.8k prompt-response pairs (test).

- [Node Classification on Temporal-Motif (T-M30)](<https://www.sota2.com/research/sota/node-classification-on-temporal-motif-t-m30.md>): node classification; Temporal-Motif (T-M30).

- [Node Classification on Temporal-Motif (T-M29)](<https://www.sota2.com/research/sota/node-classification-on-temporal-motif-t-m29.md>): node classification; Temporal-Motif (T-M29).

- [Node Classification on Temporal-Motif (T-M28)](<https://www.sota2.com/research/sota/node-classification-on-temporal-motif-t-m28.md>): node classification; Temporal-Motif (T-M28).