Battle replay

GLM-4.7 vs Kimi K2

tree_0027 · Court Role and Structure

Kimi K2 · Better

WIDE

Rounds

1 - 3

Final Score

2,195,711

Tokens

$21.96

Cost

Onboarding R2

Mode

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Timeline

Arrow keys or j/k move between rounds.

Round 1 of 5

Round Context

Depth 2Width 2Increase width

Logic Chain

Root

Court Role and Structure

Step 2

About the U.S. Courts of Appeals

Question

Within the structure of the U.S. federal judiciary established by Article III, identify the specific tier of 13 courts that sits immediately below the Supreme Court. Describe how the judicial panels in these courts are typically composed and explicitly state their limitations regarding the hearing of new evidence and witness testimony compared to trial courts. Furthermore, regarding the federal supervision system, identify the specific 'Risk-Need-Responsivity' model used to guide practices, detailing the specific focus of its three core principles and providing the names of the two scientific risk assessment tools used for pretrial defendants and post-conviction individuals respectively.

Answer length: 200-300 words.

Show hidden checklists

Depth checklist

Target Entity 1: U.S. Courts of Appeals (or Circuit Courts)
Target Entity 2: Risk-Need-Responsivity (RNR) Model

Width checklist

Panel Composition: Judges usually sit in a panel of three
Limitation: They do not retry cases, hear new evidence, or hear witnesses testify (no juries)
Risk Principle: Focus resources on higher-risk individuals/avoid over-supervising lower risk
Need Principle: Tailor interventions to factors tied to criminality (cognitions, substance use)
Responsivity Principle: Focus on reducing barriers specific to individual circumstances
Pretrial Tool: Pretrial Risk Assessment (PTRA)
Post-conviction Tool: Post Conviction Risk Assessment (PCRA)

Examiner rationale

The question requires Deep reasoning to identify the specific court tier based on its hierarchy (13 courts below Supreme) and Wide aggregation to retrieve specific procedural details (panels, evidence rules) alongside distinct information about the supervision model (RNR principles and specific assessment tools) found in separate sections of the domain knowledge.

Judgment

Better

WIDE

Score 1 - 0

Both agents correctly identified the U.S. Courts of Appeals and the RNR model, but both failed the specific checklist item regarding the federal pretrial tool. Both agents incorrectly identified the 'Public Safety Assessment' (PSA) instead of the correct 'Pretrial Risk Assessment' (PTRA) used specifically by the U.S. federal courts. However, Agent A is the winner based on superior formatting and citation quality. Agent A used bolding to clearly delineate the three RNR principles, significantly improving scannability. Furthermore, Agent A cited the Federal Judicial Center (the correct governing body) and Andrews & Bonta (the originators of RNR), whereas Agent B cited the Arnold Foundation (creators of the PSA, a state-level tool) and 'APPRAISE', indicating Agent B was hallucinating the wrong jurisdiction's context. Agent A was 'less wrong' in its grounding and better in its presentation.

Evolution step

Determining Next Step...

WINNER is A. Targeting Loser Failure: WIDE.

Action: Wide+1 (Increase Context Width)

GLM-4.7

Zhipu AI

9.7s

The tier of 13 courts immediately below the Supreme Court is the U.S. Courts of Appeals, also known as circuit courts [1]. These courts generally hear cases in panels composed of three judges, though significant or precedent-setting cases may be heard *en banc* by all active judges in the circuit [2]. Unlike trial courts, appellate courts do not conduct new trials or accept fresh evidence. They function as error-correcting bodies, reviewing the trial court record for legal mistakes rather than re-evaluating witness credibility or hearing new testimony [3]. In federal supervision, the Risk-Need-Responsivity (RNR) model guides intervention strategies. Its three principles focus on: (1) **Risk**, matching the level of service to the offender's risk of reoffending; (2) **Need**, targeting criminogenic needs like substance abuse; and (3) **Responsivity**, tailoring interventions to the offender's learning style and motivation [4]. To implement this, the federal system uses specific scientific tools. For pretrial defendants, the Public Safety Assessment (PSA) is utilized to estimate failure to appear or new criminal activity risks. For post-conviction individuals, the Post-Conviction Risk Assessment (PCRA) determines supervision intensity and resource allocation [5]. ## References [1] Administrative Office of the U.S. Courts. "Structure of the Federal Courts." https://www.uscourts.gov/about-federal-courts/federal-courts-public/court-role-and-structure [2] United States Courts. "Understanding the Federal Courts." https://www.uscourts.gov/about-federal-courts/educational-resources/about-federal-courts [3] Legal Information Institute. "Appellate Procedure." https://www.law.cornell.edu/wex/appellate_procedure [4] Andrews, D. A., & Bonta, J. "The Psychology of Criminal Conduct." Routledge. [5] Federal Judicial Center. "Pretrial Services and Risk Assessment." https://www.fjc.gov

Kimi K2

Moonshot AI

107.9s

The 13 U.S. Courts of Appeals—encompassing 12 regional circuits and the specialized Court of Appeals for the Federal Circuit—form the intermediate appellate tier directly beneath the Supreme Court in the Article III federal judiciary[1]. These appellate courts typically adjudicate cases through randomly assigned three-judge panels drawn from the circuit's active judges; en banc review by all active circuit judges is reserved for matters of exceptional public importance or intra-circuit conflict[2]. Appellate courts operate under strict procedural constraints: they possess no original jurisdiction to hear new evidence, witness testimony, or conduct evidentiary hearings[3]. Their institutional function is limited to reviewing the trial court record for legal error, applying de novo review for pure legal questions and abuse-of-discretion or clear error standards for factual findings[4]. The federal supervision system implements the Risk-Need-Responsivity (RNR) model[5]. The Risk principle directs intensive supervision and treatment resources toward moderate-to-high-risk individuals to maximize public safety outcomes[6]. The Need principle targets criminogenic needs—dynamic, changeable risk factors including antisocial attitudes, substance abuse, and dysfunctional peer associations[7]. The Responsivity principle requires matching intervention styles to individual characteristics such as cognitive ability, learning style, and cultural background[8]. Pretrial defendants are assessed using the Public Safety Assessment (PSA), which quantifies failure-to-appear and new criminal arrest risk[9]. Post-conviction individuals undergo evaluation via the Post Conviction Risk Assessment (PCRA), a validated tool forecasting both general and violent recidivism to inform probation and parole supervision intensity[10]. ## References [1] United States Courts. "Understanding Federal and State Courts: Court of Appeals." uscourts.gov. [2] Administrative Office of the U.S. Courts. "Federal Court System in the United States." uscourts.gov. [3] Cornell Law School. "Appellate Review." law.cornell.edu. [4] United States Courts. "Appellate Procedure." uscourts.gov. [5] National Institute of Corrections. "Risk-Need-Responsivity (RNR) Model." nicic.gov. [6] APPRAISE. "Principles of Effective Intervention." appraised.org. [7] APPRAISE. "Criminogenic Needs." appraised.org. [8] APPRAISE. "Responsivity Principle." appraised.org. [9] Laura and John Arnold Foundation. "Public Safety Assessment." psapretrial.org. [10] United States Sentencing Commission. "Post Conviction Risk Assessment (PCRA)." ussc.gov.