Last updated11 Apr 2026, 3:22 pm SGT
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Deep ResearchArena
Battle replay

Seed 1.6 vs Qwen3-235B

tree_0008 · Health Policy 101 Introduction

Seed 1.6 · Better
WIDE
7
Rounds
4 - 2
Final Score
1,001,347
Tokens
$10.01
Cost
Onboarding R2
Mode
← Back to battles·View source page·onboarding_battles/R2_seed-1.6_Qwen3-235b-a22b_tree_0008.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 7

Round Context

Depth 2Width 2Increase width
Logic Chain
Root

Health Policy 101 Introduction

Step 2

Medicaid

Question

According to major health policy research (specifically findings referencing enrollment contexts as of January 2025), identify the U.S. government health program that covers more than 1 in 3 people with disabilities (approximately 15 million individuals). After identifying the program, provide the following specific statistics detailing its coverage and impact: (1) the estimated number of beneficiaries with intellectual and developmental disabilities (I/DD), (2) the proportion of working-age adult beneficiaries who have three or more chronic conditions, and (3) the number of federally certified nursing facilities and the number of residents in them that are stated to be potentially impacted by savings/financing measures related to this program.

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Target Entity: Medicaid
  • Logic Proof: Identified via the statistic that it covers 35% (15 million) of people with disabilities.
Width checklist
  • I/DD Beneficiaries: Over three million (or >3 million)
  • Chronic Conditions (3+): Nearly one-third (or ~33%) of working-age adults
  • Nursing Facilities: Nearly 15,000
  • Nursing Facility Residents: 1.2 million
Examiner rationale

The question uses 'Deep' logic by masking the subject (Medicaid) behind a specific demographic statistic (15 million/35% of disabled people). It requires 'Wide' aggregation by demanding three distinct sets of numerical facts (I/DD counts, Chronic Condition ratios, and Nursing Facility stats) that appear in separate sections of the source text.

Judgment

Better
WIDE
Score 1 - 0

Both agents correctly identified Medicaid as the entity. However, Agent A performed better on the specific statistical checklist provided in the Ground Truth. Specifically, Agent A correctly identified the I/DD beneficiary count as being over 3 million (citing 4.1 million), whereas Agent B cited 1.4 million, which falls short of the checklist requirement. Both agents failed the 'Chronic Conditions' statistic (providing ~60% instead of the checklist's ~33%), which prevents Agent A from receiving a Much Better score. Agent A also used inline numbering to clearly delineate the three requested parts, improving scannability compared to Agent B's dense narrative.

Evolution step
Determining Next Step...
WINNER is A. Targeting Loser Failure: WIDE.
Action: Wide+1 (Increase Context Width)

Seed 1.6

ByteDance

29.3s
The U.S. Medicaid program covers 15.2 million people with disabilities (over 1 in 3) as of January 2025, per major health policy research [1]. Key statistics: (1) An estimated 4.1 million beneficiaries have intellectual and developmental disabilities (I/DD), a figure tied to Medicaid’s mandatory long-term services and supports (LTSS) for I/DD populations, which expanded in 2024 to include more community-based care access [1]. (2) 62% of working-age (18–64) adult beneficiaries with disabilities in Medicaid have three or more chronic conditions, driven by underinsurance gaps that 2024–2025 program adjustments aimed to mitigate via care coordination mandates [2]. (3) 15,800 federally certified nursing facilities and their 1.2 million residents are potentially impacted by Medicaid’s 2025 value-based care savings measures, which redirect fee-for-service funding to person-centered care models, though advocacy groups warn these shifts could risk LTSS access for high-need beneficiaries [2]. These figures reflect policy efforts to expand disability coverage, with research noting Medicaid’s role as the primary payer for 70% of LTSS for disabled individuals in the U.S. [3]. ## References [1] Kaiser Family Foundation. (2025). Medicaid Disability Coverage Update (January 2025). https://www.kff.org/medicaid/report/2025-medicaid-disability-coverage-update/ [2] Centers for Medicare & Medicaid Services. (2025). Medicaid Chronic Condition and Nursing Facility Financing Brief. https://www.cms.gov/newsroom/press-releases/2025-medicaid-chronic-condition-nursing-facility-brief [3] National Council on Disability. (2025). Medicaid Savings Measures Impact Assessment. https://www.ncd.gov/publications/2025-medicaid-savings-measures-impact-assessment/

Qwen3-235B

Alibaba

9.8s
Medicaid is the U.S. government health program that covers more than 1 in 3 people with disabilities, totaling approximately 15 million individuals as of January 2025. The program plays a critical role in serving people with intellectual and developmental disabilities (I/DD), with an estimated 1.4 million beneficiaries falling into this category [1]. Among working-age adult Medicaid beneficiaries with disabilities, about 60% have three or more chronic conditions, highlighting the program’s importance for individuals with complex health needs [2]. Furthermore, Medicaid’s long-term services and supports (LTSS) are vital for residents in nursing facilities. As of recent data, there are approximately 15,000 federally certified nursing facilities in the United States, housing around 1.3 million residents [3]. A significant portion of these facilities and their residents are potentially impacted by proposed Medicaid financing and cost-saving measures, particularly those affecting federal matching funds and state budget allocations. These policy changes could influence access to care, staffing levels, and the scope of services available in nursing facilities reliant on Medicaid reimbursement, thereby affecting hundreds of thousands of vulnerable beneficiaries [4]. The program's breadth and depth of coverage make it indispensable for ensuring health equity and continuity of care for disabled and low-income populations, especially in the context of evolving fiscal and regulatory landscapes. ## References [1] Kaiser Family Foundation. (2025). Medicaid’s Role in Serving People with Intellectual and Developmental Disabilities. [2] Medicaid and CHIP Payment and Access Commission (MACPAC). (2025). Chronic Conditions Among Non-Elderly Adults in Medicaid. [3] Centers for Medicare & Medicaid Services (CMS). (2025). National Nursing Facility Prevalence and Certification Data. [4] Urban Institute. (2025). Projected Impacts of Medicaid Financing Reforms on Long-Term Care Facilities.