Dark Matter benchmark models for early LHC Run-2 Searches: Report of the ATLAS/CMS Dark Matter Forum
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.444
- Threshold uncertainty score
- 0.564
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
- Teacher spread
- 0.227 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
This document is the final report of the ATLAS-CMS Dark Matter Forum, a forum organized by the ATLAS and CMS collaborations with the participation of experts on theories of Dark Matter, to select a minimal basis set of dark matter simplified models that should support the design of the early LHC Run-2 searches. A prioritized, compact set of benchmark models is proposed, accompanied by studies of the parameter space of these models and a repository of generator implementations. This report also addresses how to apply the Effective Field Theory formalism for collider searches and present the results of such interpretations.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- Physics of the Dark Universe
- Topic
- Particle physics theoretical and experimental studies
- Field
- Physics and Astronomy
- Canadian institutions
- Université de MontréalTRIUMF
- Funders
- Fundação para a Ciência e a TecnologiaAustralian Research CouncilInstitut National de Physique Nucléaire et de Physique des ParticulesScience and Technology Facilities CouncilHorizon 2020 Framework ProgrammeCentre National de la Recherche ScientifiqueNatural Sciences and Engineering Research Council of CanadaMinistry of Science and Technology, TaiwanJapan Society for the Promotion of ScienceConselho Nacional de Desenvolvimento Científico e TecnológicoLundbeckfondenMinisterio de Economía y CompetitividadFonds Wetenschappelijk OnderzoekHorizon 2020Fonds De La Recherche Scientifique - FNRSHuman Growth FoundationÖsterreichischen Akademie der WissenschaftenFundação de Amparo à Pesquisa do Estado de São PauloNederlandse Organisatie voor Wetenschappelijk OnderzoekMinistry of Education, Culture, Sports, Science and TechnologyNational Research FoundationStichting voor Fundamenteel Onderzoek der MaterieBundesministerium für Bildung und ForschungPakistan Atomic Energy CommissionNational Research CouncilCanada Foundation for InnovationMinistry of Education, Science and TechnologySchool of Energy Resources, University of WyomingMinistry of Education - SingaporeThailand Center of Excellence in PhysicsMichelson Prize and GrantsSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungInstitute for the Promotion of Teaching Science and TechnologyDeutsche ForschungsgemeinschaftEuropean Research CouncilCERNCalifornia Department of Fish and GameDanmarks GrundforskningsfondMainz Institute for Theoretical Physics, Johannes Gutenberg University MainzAlexander von Humboldt-StiftungInstituto Nazionale di Fisica NucleareEuropean CommissionU.S. Department of EnergyNational Science Foundation
- Keywords
- PhysicsLarge Hadron ColliderAtlas (anatomy)Dark matterParticle physicsBenchmark (surveying)Parameter spacePhysics beyond the Standard ModelFormalism (music)Data scienceComputer scienceCartography
- Has abstract in OpenAlex
- yes