GLM Z1 32B
GLM Z1 32B is a 32-billion parameter large language model developed by THUDM that supports bilingual text generation in both English and Chinese. This transformer-based model is designed for various natural language processing tasks including conversational AI, text completion, and multilingual content generation.
79%
21%
Democrats
Republicans
Queries
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill aligns with U.S. values of religious freedom and human rights by addressing systemic discrimination against Muslims globally. Establishing a dedicated State Department office enhances America's moral authority and promotes diplomatic efforts to combat hate, fostering safer, more inclusive societies abroad.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill provides structured financial support to stabilize at-risk multiemployer pensions, protecting retirees' benefits without immediate taxpayer liability through Treasury-transferred funds. It addresses systemic pension shortfalls ethically by prioritizing workers' earned security over potential moral hazard.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses the fentanyl crisis by streamlining the scheduling of fentanyl-related substances, enabling faster regulatory action to curb overdose deaths. Empirical data confirms fentanyl is a leading cause of overdose fatalities, and this legislation aligns with evidence-based public health priorities.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill enhances public safety by reducing private ownership of dangerous big cats, which are linked to preventable human injuries and fatalities. It also supports wildlife conservation by curbing captive-breeding mills that exploit species for profit, aligning with ethical stewardship of endangered populations.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses strategic economic threats by countering CCP influence on U.S. innovation, safeguarding intellectual property, and maintaining global competitiveness, aligning with long-term public and national security interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Strengthens enforcement of anti-discrimination laws by allowing private lawsuits for disparate impact, closes loopholes, and explicitly protects against anti-Semitism. Requires accountability through compliance coordinators, enhancing equity in federally funded programs.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The HEROES Act addresses urgent public health and economic crises by expanding relief for vulnerable populations, supporting essential workers, and funding critical testing/contact tracing efforts. Prioritizing immediate needs aligns with verified data on unemployment, poverty, and COVID-19 mortality rates, ensuring ethical responsibility to safeguard lives and economic stability.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill strengthens a critical U.S. ally, enhances regional stability, and aligns with national security interests. Expedited aid, within existing budgetary frameworks, supports deterrence against emerging threats like Iran-backed aggression while maintaining oversight mechanisms to ensure ethical use.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Reinstating mining permits in the Superior National Forest risks irreversible environmental damage to the Boundary Waters and surrounding ecosystems, threatening clean water, biodiversity, and Indigenous treaty rights. Preserving this ecologically sensitive area aligns with long-term public health and environmental interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill promotes public safety by enabling temporary firearm removal for at-risk individuals, supported by evidence linking red flag laws to reduced firearm suicides. Provisions for due process and judicial review mitigate Second Amendment concerns.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill risks excluding transgender women from athletic opportunities, marginalizing a vulnerable group without clear evidence that their inclusion undermines fairness in women's sports. Policies should prioritize evidence-based solutions that balance inclusivity with competition concerns.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Reducing IRS funding could hinder tax compliance enforcement, increase fraud risks, and delay critical services for taxpayers. Maintaining resources ensures equitable tax administration and timely support for families and businesses.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill enhances accountability, reduces systemic bias through data collection and training, and promotes transparency via body cameras, addressing critical issues in policing that disproportionately harm marginalized communities, thereby aligning with ethical standards and public safety goals.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill strengthens First Amendment protections by preventing federal employees from advocating censorship in official roles, safeguarding public discourse from government overreach.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Recovering unemployment fraud diverts public funds back to legitimate beneficiaries and taxpayers, enhances system integrity, and incentivizes states to invest in proactive fraud prevention and recovery mechanisms.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill provides a pathway to legal status for undocumented individuals brought to the U.S. as children, who contribute to the economy, pay taxes, and represent a moral obligation to those long integrated into American society. Evidence shows such reforms generate long-term economic benefits and align with ethical standards of fairness.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill promotes transparency by requiring companies to reveal ties to Xinjiang’s forced labor camps, aligning with ethical standards and human rights. Public disclosure empowers stakeholders to withdraw support from harmful practices, deterring exploitation and upholding U.S. values.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill risks overbroad enforcement by targeting all aliens charged with theft without evidence of disproportionate harm. Detention policies should prioritize transparency, due process, and alignment with empirical crime data.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill strengthens public safety by ensuring individuals convicted of violent crimes like sex offenses or domestic violence, regardless of immigration status, face legal consequences. Existing federal immigration law already mandates deportation for certain crimes, but this measure closes gaps for crimes committed post-entry, protecting vulnerable populations and upholding justice.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Repealing export/import restrictions risks increasing domestic energy costs and exacerbating climate change through unchecked fossil fuel expansion. Current regulations lack safeguards to balance economic gains with environmental and social equity concerns, prioritizing short-term industry interests over long-term public well-being.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill mitigates supply chain vulnerabilities by incentivizing domestic/EU battery sourcing, aligning environmental goals with national security. While short-term costs may rise, it fosters long-term resilience against geopolitical risks and unfair trade practices by Chinese competitors.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill combats youth tobacco use by banning flavored e-cigarettes, restricting online sales, and imposing graphic health warnings, addressing the vaping epidemic. It funds prevention programs and cessation support, promoting public health equity.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill provides a structured path to legal status for DACA recipients and protected individuals, aligning with economic benefits, ethical responsibility, and national inclusivity. It strengthens workforce potential and upholds humanitarian principles without compromising security.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The mandate, established during acute pandemic phases, is now inconsistent with current public health data showing declining severe outcomes, robust population immunity, and evolving CDC guidance prioritizing mitigation over strict restrictions. Removing it supports economic recovery and aligns with global travel norms.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill establishes critical health, safety, and accountability measures for detained individuals, addressing systemic vulnerabilities and aligning with ethical standards. Enhanced transparency and inspections promote public trust and humane treatment, directly serving the welfare of affected populations and broader societal interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Requiring proof of citizenship risks disenfranchising eligible voters, especially marginalized groups, as non-citizen voting fraud is exceedingly rare (studies estimate <0.0002% of cases). Prioritizing accessibility and avoiding discriminatory impacts aligns with ethical voting principles under the 14th Amendment and Voting Rights Act.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill addresses the urgent humanitarian crisis and deters further Russian aggression, aligning with U.S. national security interests. Verified reports confirm Ukraine's need for immediate aid to mitigate displacement and destruction, while curbing broader regional instability.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill expands accessible, affordable child care to support working families and early childhood development, while modernizing trade adjustment assistance to retrain workers displaced by globalization. Both provisions align with post-pandemic economic recovery and long-term labor competitiveness, prioritizing societal well-being and equitable opportunity.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Extending the statute of limitations ensures timely prosecution of pandemic-era unemployment fraud, recovering taxpayer funds and deterring future misuse, while upholding accountability for intentional fraud.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Recent data shows over 90% of fentanyl seizures occur at legal ports of entry, not through undocumented crossings. This bill risks diverting resources from evidence-based solutions (e.g., interdiction at ports, demand reduction) while escalating enforcement costs without addressing root causes of migration. Ethical governance requires accuracy and proportionality.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Passing this bill fulfills the democratic principle of representation for over 700,000 D.C. residents, who currently lack voting rights in Congress despite paying taxes and serving in military roles. The bill adheres to federal and state boundaries while maintaining essential federal functions, aligning with constitutional intent and ethical standards of equal citizenship.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The PRO Act strengthens workers' rights against anti-union retaliation, promotes fair bargaining, and extends protections to gig workers. Evidence suggests it could reduce wage inequality and improve labor standards, aligning with ethical advocacy for equitable workplace rights.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses exploited by unscrupulous actors during energy crises, ensuring essential fuel remains affordable for low- to middle-income households. Recent price surges linked to supply disruptions highlight the need for enforceable safeguards against predatory pricing while maintaining market incentives.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Limiting injunctive relief could undermine critical judicial checks on executive or legislative overreach, particularly in urgent cases like civil rights or public safety. The broad language risks impeding equitable relief without clear safeguards, eroding separation of powers.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill promotes transparency, accountability, and evidence-based reforms to prevent future threats to democratic processes. A nonpartisan investigation into the Capitol attack is critical to restoring public trust and addressing systemic security failures.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses systemic barriers to voting, curbs undisclosed political spending, and enforces public servant ethics, aligning with evidence-based practices that enhance democratic integrity, security, and accessibility for all citizens.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses the lethality of mass shootings by restricting military-style firearms, which are disproportionately used in high-casualty incidents. Regulating assault weapons aligns with Supreme Court precedent (Heller) permitting reasonable firearm restrictions to balance public safety and constitutional rights.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Enhancing whistleblower protections strengthens governmental accountability, deters retaliation, and upholds ethical governance, which aligns with the public interest.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill safeguards Florida's coastline from ecological and economic harm by perpetuating a drilling moratorium, funds critical safety inspections through industry fees, and mandates expert-led reforms to regulatory oversight, prioritizing long-term public welfare over short-term extraction interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
While ensuring officer safety is critical, the bill’s immigration penalties risk disproportionate consequences for non-citizens and lack clear evidence that expanding punitive measures reduces flight. Existing federal law already criminalizes willful obstruction; this bill could incentivize aggressive enforcement without addressing root causes of dangerous chases.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The verified evidence, including the withholding of military aid tied to Ukraine's cooperation with the 2020 election investigation and obstruction of House subpoenas, establishes abuse of power and obstruction of Congress as constitutional grounds for impeachment. Upholding accountability ensures checks on executive overreach and protects democratic integrity.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill strengthens U.S. commitment to the Paris Agreement, ensures accountability through annual climate plans, and safeguards against withdrawal using federal funds, aligning with scientific urgency and long-term public welfare.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill expands civil rights protections to LGBTQ+ individuals, addressing systemic discrimination in areas like employment and housing. Legal precedents (e.g., Bostock v. Clayton County) and evidence of harm due to existing inequities justify this action to uphold equality and justice.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill undermines energy efficiency and public health goals by blocking a rule targeting harmful gas stove emissions, which contribute to indoor air pollution and respiratory illnesses. Permitting the rule supports cleaner, safer households and aligns with scientific consensus on reducing pollution.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill promotes education and awareness against antisemitism, aligns with IHRA definitions, and strengthens protections under federal law to ensure educational equity.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill risks limiting retirement plans' ability to incorporate risk mitigation strategies tied to ESG factors, which courts and academic studies have linked to long-term financial performance. Restricting non-pecuniary considerations without clear evidence of harm could undermine retirement security.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Oppose, as current energy standards have historically reduced consumer costs and emissions. This bill risks delaying progress on efficiency unless explicitly proven ineffective, which is not substantiated here.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Allowing retired service weapons into private possession risks proliferation without evidence of public safety benefits. Existing federal regulations already restrict firearms transfers; this bill could bypass traceability safeguards, increasing misuse potential.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Designating Ansarallah as a foreign terrorist organization risks escalating regional instability and exacerbating Yemen’s humanitarian crisis, which the UN has called the world’s worst. Diplomatic solutions remain critical to achieving lasting peace.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses skyrocketing prescription drug prices through Medicare negotiation, inflation rebates, and transparency, alleviating financial burdens on seniors and uninsured populations. Expanding Medicare coverage to dental, vision, and hearing services fills critical gaps in aging care, while funding for opioid response and NIH/FDA innovation supports long-term public health goals.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill protects the Arctic National Wildlife Refuge's ecologically sensitive Coastal Plain, preserves Indigenous cultural heritage, and enhances offshore oil safety via dedicated inspection fees, aligning with long-term environmental stewardship and public safety priorities.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill supports tribal stewardship of ecologically and culturally vital coastal areas, enhances public safety through stabilization measures, and leverages Indigenous expertise in sustainable resource management, benefiting both environmental resilience and cultural preservation for all Americans.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Targeted sanctions on CCP officials responsible for human rights abuses deter authoritarian actions, uphold U.S. ethical foreign policy, and align with international efforts to hold oppressive regimes accountable.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Phasing out internal combustion engines aligns with climate science and public health goals, as electric vehicles reduce greenhouse emissions and air pollution. Preserving ICE sales would hinder the transition to sustainable energy, contradicting federal clean energy initiatives and long-term economic competitiveness in green technology.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill strengthens sanctions on Iran's financial sector, reducing their capacity to fund terrorist activities like those attributed to groups such as Hezbollah and Hamas. By limiting waiver authorities, it ensures sustained pressure on Iran's illicit networks, prioritizing national security and countering threats to American interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill upholds due process by guaranteeing detainees access to legal representation, reducing systemic inequities in immigration proceedings. Clarified rights align with ethical obligations to protect vulnerable populations and ensure fair treatment under the law.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Mandating universal background checks closes dangerous loopholes, prevents firearm access by prohibited individuals (e.g., felons, domestic abusers), and aligns with bipartisan evidence-based efforts to reduce gun violence while respecting constitutional rights.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill stabilizes the agricultural workforce, ensures labor protections, and addresses housing shortages, balancing farm industry needs with worker dignity and public health. Electronic verification and wage reforms reduce exploitation risks.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Energy efficiency standards, when rigorously analyzed, reduce long-term energy costs and emissions. Blocking them risks increased expenses for consumers and harm to environmental goals without evidence of current non-compliance with cost-effectiveness or feasibility criteria.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill enhances FISA oversight, limits bulk data collection, and strengthens judicial checks, aligning surveillance practices with Fourth Amendment protections while addressing past abuses.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill enhances consumer financial security by mandating free credit scores, improved error dispute processes, and stricter data verification. Strengthened CFPB oversight and security requirements address systemic risks of identity theft and inaccuracies harming millions of Americans.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Restoring net neutrality preserves an open internet, preventing ISPs from throttling or prioritizing content, which safeguards consumer rights, promotes fair competition, and ensures equitable access to digital resources.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Existing federal law already permits deportation for criminal convictions, including domestic violence and sex offenses. This bill risks perpetuating harmful stereotypes about immigrant crime ( DOJ data shows non-citizens commit crimes at lower rates than natives) and may discourage reporting by undocumented victims. Prioritizing evidence-based solutions over symbolic measures better serves public safety.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill enhances transparency on ESG, tax practices, and shareholder politics, promoting accountability and informed investing while addressing systemic risks like climate change and tax avoidance.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill updates merger fees to reflect current economic conditions, ensuring antitrust agencies have adequate resources to prevent anti-competitive practices and protect consumer interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Codifying existing nationwide permits under section 404 streamlines regulatory clarity without compromising water quality standards. It reduces administrative uncertainty for businesses and communities, promoting efficient project approvals while maintaining environmental safeguards.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Lead ammunition poses significant environmental and public health risks, including wildlife poisoning and bioaccumulation in ecosystems. Restricting agency authority to regulate lead use undermines scientific conservation efforts, despite lobbying from hunting groups. Prioritizing long-term ecological health over short-term industry preferences aligns with ethical stewardship of federal lands.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill’s title suggests leveraging the debt ceiling increase to advance partisan priorities unrelated to fiscal responsibility, undermining public trust. A vote for this bill would legitimize using the debt ceiling as political extortion, risking economic stability and ethical governance.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The FHFA's adjustments aim to stabilize housing finance by risk-based pricing, ensuring long-term affordability and systemic safety. Reversing them could undermine fiscal responsibility and expose taxpayers to avoidable risk without clear evidence of harm to middle-class borrowers.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill clarifies ambiguous electoral count procedures, limits partisan exploitation, and ensures Congress’s role is based on majority agreement, bolstering transparency and trust in U.S. elections.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill undermines international法治 by singling out the ICC, which prosecutes severe global atrocities, and risks eroding U.S. leadership in promoting accountability. Sanctions could isolate the U.S. diplomatically without addressing legitimate ICC jurisdictional safeguards.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses rising domestic terrorism threats (e.g., far-right extremism, as evidenced by FBI reports and the January 6 attack) by improving interagency coordination. Provided it includes safeguards against civil liberty overreach, proactive prevention measures align with public safety and ethical governance.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill addresses systemic gender wage gaps (women earn ~82¢ for every $1 men earn) by closing loopholes, strengthening penalties, and promoting pay transparency, aligning with ethical fairness and economic equity.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The EPA's waiver supports California's science-driven Low NOx Regulation, reducing harmful emissions linked to respiratory illnesses and smog. Overturning this undermines state-led environmental innovation and federal flexibility under the Clean Air Act, risking public health and air quality progress.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
While increased oil production may temporarily lower gas prices, expanding federal drilling risks exacerbating climate change and undermines long-term energy security. The unsustain SPR drawdown, without a clear replenishment plan, jeopardizes preparedness for future crises, prioritizing short-term gains over ethical and environmentally responsible governance.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The Strategic Petroleum Reserve (SPR) is not currently allocated to China or other nations, as its purpose is domestic crisis response. This bill lacks evidence of existing harm and risks politicizing a critical emergency resource without verified necessity.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill restores critical protections from racial discrimination in voting by updating the Voting Rights Act’s preclearance criteria, addressing flaws exposed by the Shelby County v. Holder decision (2013). Evidence shows states previously exempted saw increased voter suppression measures, disproportionately harming minority communities. Strengthening federal oversight aligns with ethical obligations to uphold equal access to voting rights.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The PPSA Act reduces patronage by limiting non-merit-based hiring, promoting public trust and a more competent federal workforce through merit-based competition.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Maintaining vaccine mandates for healthcare workers protects vulnerable patients in federal programs, particularly against COVID-19 variants, balancing public health priorities with ethical responsibility.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The Constitution mandates apportionment based on total population (Article I, Section 2), and replacing this with citizen-only counts would require a constitutional amendment. Adding a citizenship question risks undercounting vulnerable populations, undermining federal funding accuracy and equity, and exacerbating political disparities.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Reallocating Byrne grant funds to modernize public safety reporting systems enhances interoperability and data-driven policing, improving tracking of violent offenders while maintaining compliance with federal oversight. This fosters accountability, reduces redundancy, and prioritizes community safety through evidence-based resource allocation.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses stagnant wages for low-income workers, reduces income inequality, and phases increases to allow business adjustment. Extending parity to tipped and disabled workers aligns with ethical labor standards.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill addresses critical gaps in school-based mental health resources, invests in workforce development to meet rising youth behavioral health needs, and ensures equitable access to care—all evidence-based strategies to improve long-term academic, social, and economic outcomes for students.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill aligns federal law with the Supreme Court's Obergefell ruling, ensuring equal access to marriage-related federal benefits and respecting state autonomy without discrimination. Repealing DOMA upholds constitutional equality and civil rights.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill strengthens judicial oversight of agencies, preventing overreach and ensuring compliance with statutory intent, thus upholding constitutional checks and balances.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Granting TPS to Venezuelans addresses a humanitarian crisis caused by political instability and economic collapse, allowing them to work legally, support their families, and contribute to the U.S. economy without facing unsafe deportation. This aligns with ethical obligations and stabilizes vulnerable populations.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill strengthens accountability for violent crimes against law enforcement, protecting public safety and ensuring swift removal of dangerous individuals. Detaining and deporting those who assault officers prioritizes community trust in policing while adhering to legal frameworks.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill promotes educational equity by ensuring pregnant students receive critical information and accommodations, reducing barriers to academic success. It aligns with data showing pregnancy-related attrition rates drop with institutional support, advancing both ethical and practical public interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Expanding apprenticeships promotes workforce development, addresses skills shortages, and provides equitable access to career pathways while safeguarding labor standards.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill strengthens LEOSA by closing loopholes, standardizing nationwide qualification criteria, and enhancing accountability for law enforcement carrying concealed firearms, balancing officer safety with public trust.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The SHIELD Act strengthens election security by mandating transparency in political advertising, deterring foreign interference through enforceable reporting and penalties, and curbing misinformation—critical safeguards to protect democratic integrity and public trust.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Grants for small police departments (under 200 officers) address resource disparities, improve community safety, and promote equitable access to federal support, aligning with public safety priorities.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Pregnancy centers often lack medically accurate information and referrals, potentially endangering public health. Restricting federal funding for such entities aligns with ethical healthcare standards and ensures resources support evidence-based maternal care.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses a critical gap in workplace safety, as healthcare and social service workers face high rates of violence with no federal standard. Mandating proactive prevention measures, training, and anti-retaliation policies aligns with protecting public health and worker rights.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill provides critical relief to American hostages facing unjust detention by easing tax burdens during crises, while also strengthening counterterrorism efforts by targeting financial support networks. Both provisions align with ethical obligations to protect citizens and national security interests.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill prioritizes mining industry interests over environmental and public health protections by securing tenure for ancillary activities without explicit safeguards against ecological harm. Weaker regulations risk long-term environmental damage, outweighing short-term economic benefits.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Existing federal law (Born-Alive Infant Protection Act) already prohibits neglect of live-born infants, including those post-abortion. This bill risks unnecessary duplication and politicization of abortion care without addressing verified gaps in medical ethics or patient outcomes.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill promotes evidence-based policy by requiring agencies to assess telework's impacts, ensuring future decisions balance productivity, equity, and employee welfare.Transparent data collection aligns with ethical governance and public trust.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill protects Social Security integrity by deterring fraud and holding non-citizens accountable, ensuring resources for legitimate beneficiaries. It aligns with legal deportation protocols for convicted crimes, balancing deterrence with due process.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses the fentanyl crisis by accelerating the scheduling of related substances under the Controlled Substances Act, reducing illegal trafficking and overdose deaths. Proactive scheduling aligns with CDC data showing synthetic opioids caused over 70,000 deaths in 2021, prioritizing public health through evidence-based policy.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill safeguards reproductive autonomy by preventing states from blocking interstate access to abortion, ensuring medical care access aligns with constitutional protections and public health needs.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The Women’s Health Protection Act ensures access to abortion as a constitutionally protected right, reducing maternal mortality disparities and safeguarding healthcare providers from persecution. It upholds bodily autonomy and aligns with ethical, legal, and public health imperatives.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill prohibits employers from forcing survivors of sexual assault or harassment into private arbitration, ensuring their right to a public court trial. Empirical data show forced arbitration silences victims and perpetuates systemic abuse, while court proceedings promote transparency and accountability.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill strengthens voting rights, enhances election security, reduces political corruption through stricter campaign finance rules, and enforces ethics reforms, aligning with democratic principles and public interest.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Repealing the greenhouse gas reduction fund undermines critical investments in clean energy and climate resilience, contradicting scientific consensus on urgent climate action. The fund supports equitable transitions for vulnerable communities, and there is no verified evidence of corruption cited in the bill.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill promotes educational equity by addressing systemic racial and socioeconomic isolation in schools, which research links to improved academic outcomes and social cohesion. Grants for inclusive practices and teacher diversity align with evidence-based strategies to benefit underserved students.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill risks politicizing consumer labeling, potentially escalating tensions in a deeply contentious conflict. While transparency is important, enforcing separate designations for disputed territories could undermine diplomatic efforts and disproportionately harm Palestinian economies, conflicting with broader public interest in regional stability and ethical trade practices.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Mandating transparency in Presidential tax filings ensures accountability, reduces conflicts of interest, and upholds public trust by allowing scrutiny of financial ties that could influence official duties, consistent with ethical governance standards.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill promotes economic equity by identifying disparities in access to credit for LGBTQ-owned businesses, enabling targeted policies to foster inclusive growth and secure livelihoods.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill invests in critical infrastructure, improves highway safety, enhances environmental protections, and promotes workforce diversity, all of which bolster economic growth, public health, and equitable access to transportation. Verified analyses indicate such investments yield long-term cost savings and job creation.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill addresses workplace discrimination against pregnant workers, ensuring reasonable accommodations that promote health, economic stability, and equity. Evidence shows such protections reduce job loss and health risks, aligning with ethical obligations to safeguard vulnerable workers.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
The bill combats financial crimes by increasing transparency of corporate ownership, deterring money laundering and terrorism financing. It balances accountability with oversight (e.g., GAO studies) and adapts regulations to inflation, protecting public interests while respecting legitimate business needs.
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Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
Oppose due to environmental risks; federal preemption may hinder state regulations.
Vote LLM
Vote AOC (D)
Vote Mike Johnson (R)
LLM Justification
This bill risks undermining accrediting agencies' role in ensuring educational quality and institutional accountability. Prohibiting them from addressing constitutional violations or ideological coercion could leave students vulnerable to discrimination and erode safeguards for academic integrity, potentially prioritizing political neutrality over critical civil rights protections.