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

DeepSeek V3.2 vs Kimi K2

tree_0008 · Health Policy 101 Introduction

Kimi K2 · Better
NONE
3
Rounds
0 - 2
Final Score
303,628
Tokens
$3.04
Cost
Onboarding R3
Mode
← Back to battles·View source page·onboarding_battles/R3_deepseek-v3.2_Kimi-k2_tree_0008.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 3

Round Context

Depth 2Width 2Increase width
Logic Chain
Root

Health Policy 101 Introduction

Step 2

Uninsured

Question

Consulting data from the Kaiser Family Foundation (KFF) regarding the current landscape of US health policy, provide specific statistics for two distinct categories: the population of adults without health coverage and the federal insurance program primarily for the elderly. For the population without coverage, report the exact percentage of adults who delayed or incurred no care due to cost, as well as the percentage who lack a usual source of care. For the federal program, state the total number of people currently served (in millions) and the specific percentage of the federal budget that the program utilizes.

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Entity 1: Uninsured Adults (identified via 'adults without health coverage')
  • Entity 2: Medicare (identified via 'federal insurance program primarily for the elderly')
Width checklist
  • Uninsured: 55% reported delaying/forgoing care due to cost
  • Uninsured: 38% reported not having a usual source of care
  • Medicare: Serves 67 million people
  • Medicare: Accounts for 12% of the federal budget
Examiner rationale

The question uses logical descriptions to mask the specific entities ('Uninsured' and 'Medicare') requiring the agent to deduce the subjects based on the domain context (Deep). It then demands the aggregation of four distinct statistical facts located in separate sections of the source text (Wide).

Judgment

Better
WIDE
Score 0 - 1

Both agents successfully identified the correct entities (Deep Logic), but both struggled with the specific statistics for the uninsured population compared to the provided Ground Truth. Agent B is the winner for two main reasons: 1. **Formatting**: Agent B uses bolding for key statistics, making the answer much easier to scan and digest (User Experience). 2. **Accuracy Nuance**: Agent B correctly identified the Medicare budget at 12% (matching Ground Truth), whereas Agent A stated 13%. regarding the uninsured statistics, Agent B cited 2022 data for the cost barrier (46%), which is accurate for that year, though it hallucinated the 'usual source of care' stat (55%, likely confusing it with the current cost stat). However, Agent A provided numbers (61% and 64%) that deviate significantly from standard KFF reports and shifted the metric to include 'family members' rather than just the adults requested. Agent B provided a better user experience and slightly better accuracy on the federal program details.

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

DeepSeek V3.2

DeepSeek

18.7s
Approximately 11.7% of nonelderly adults in the United States were uninsured in 2023 [1]. Among nonelderly uninsured adults, a substantial 61% reported that they or a family member had delayed or gone without needed care in the past year due to cost. Furthermore, 64% of uninsured adults lacked a usual source of care, such as a specific doctor's office or clinic [1]. Medicare, the federal health insurance program primarily for people aged 65 and older, provided coverage to 66.7 million Americans as of February 2024 [2]. This includes 59.9 million people aged 65 and older and 6.8 million people with disabilities under the age of 65 [3]. Regarding federal spending, Medicare accounted for 13% of total federal outlays in fiscal year 2023. It is the second-largest mandatory spending program in the federal budget, following Social Security [4]. ## References [1] Kaiser Family Foundation (KFF). (2023). *Key Facts about the Uninsured Population*. Retrieved from https://www.kff.org/uninsured/issue-brief/key-facts-about-the-uninsured-population/ [2] Centers for Medicare & Medicaid Services (CMS). (2024). *CMS Fast Facts*. Retrieved from https://www.cms.gov/data-research/statistics-trends-and-reports/cms-fast-facts [3] Kaiser Family Foundation (KFF). (2023). *Medicare: An Overview*. Retrieved from https://www.kff.org/medicare/issue-brief/medicare-an-overview/ [4] Kaiser Family Foundation (KFF). (2024). *Medicare Spending and Financing*. Retrieved from https://www.kff.org/medicare/issue-brief/medicare-spending-and-financing-a-primer/

Kimi K2

Moonshot AI

47.8s
According to the Kaiser Family Foundation (KFF), as of 2022 data, **46 percent** of uninsured nonelderly adults reported delaying or forgoing needed medical care specifically due to cost barriers [1]. This cost-driven delay rate is substantially higher than for insured populations. Additionally, **55 percent** of uninsured nonelderly adults lacked a usual source of care—meaning they had no regular clinician or medical facility for routine health needs—a rate over three times higher than their privately insured counterparts [2]. These access metrics reveal profound disparities affecting approximately 27 million uninsured Americans. Regarding the federal insurance program primarily serving the elderly, Medicare currently covers **66 million** people, with enrollment data current through 2023 [3]. This figure includes Americans aged 65 and older as well as younger individuals with qualifying disabilities. The program's extensive scale makes it a major component of federal budget expenditures, accounting for **12 percent** of the total federal budget in fiscal year 2022 [4]. This percentage reflects $1.1 trillion in Medicare spending and underscores the program's dual nature as an essential social insurance mechanism and a significant driver of national healthcare spending. These statistics illuminate critical gaps in healthcare access while contextualizing Medicare's substantial fiscal footprint and its indispensable role in providing stable coverage for seniors and disabled populations. ## References [1] Kaiser Family Foundation. "Key Facts about the Uninsured Population." November 2023. https://www.kff.org/uninsured/issue-brief/key-facts-about-the-uninsured-population/ [2] Kaiser Family Foundation. "Key Facts about the Uninsured Population." November 2023. https://www.kff.org/uninsured/issue-brief/key-facts-about-the-uninsured-population/ [3] Kaiser Family Foundation. "Medicare: A Primer." October 2023. https://www.kff.org/medicare/report/medicare-a-primer/ [4] Kaiser Family Foundation. "Medicare Spending and Financing: A Primer." 2023. https://www.kff.org/medicare/issue-brief/medicare-spending-and-financing-a-primer/