Battle replay

GLM-4.7 vs Sonar Pro

tree_0011 · Welcome

GLM-4.7 · Better

WIDE

Rounds

3 - 1

Final Score

94,530

Tokens

$0.95

Cost

Onboarding R1

Mode

← Back to battles·View source page·onboarding_battles/R1_glm-4.7_ppl-sonar-pro-high_tree_0011.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 4

Round Context

Depth 2Width 2Increase width

Logic Chain

Root

Welcome

Step 2

Evaluation and correction of fertility data

Question

Identify the digital resource that serves as the major output of the joint IUSSP and UNFPA project dedicated to demographic estimation from limited, deficient, and defective data, noting its direct lineage from UN Manual X. Within this resource, locate the specific section authored by T.A. Moultrie that addresses the 'evaluation and correction of fertility data.' Provide the full 'Suggested citation' for this specific section, ensuring you include the author, year, chapter title, the full list of editors for the parent volume, and the publisher.

Answer length: 100-200 words.

Show hidden checklists

Depth checklist

Target Resource: Tools for Demographic Estimation (identified via IUSSP/UNFPA and UN Manual X lineage)
Target Section: Evaluation and correction of fertility data

Width checklist

Chapter Author: Moultrie TA
Year: 2011
Chapter Title: Evaluation and correction of fertility data
Parent Volume Title: Tools for Demographic Estimation
Editors: Moultrie TA, Dorrington RE, Hill AG, Hill K, Timæus IM and Zaba B
Publisher: International Union for the Scientific Study of Population (or Paris: International Union for the Scientific Study of Population)

Examiner rationale

The question requires 'Deep' reasoning to identify the specific project ('Tools for Demographic Estimation') using only its historical lineage (UN Manual X) and organizational partners (IUSSP/UNFPA) without the title being provided. It requires 'Wide' information extraction to locate a specific inner page (Fertility Data) and aggregate the complex citation details, specifically the long list of editors and publication metadata.

Judgment

Better

WIDE

Score 1 - 0

Both agents correctly identified the resource ('Tools for Demographic Estimation') and the specific section. However, Agent A provided the correct initials for the editors in the citation (specifically 'R.E. Dorrington' and 'B. Zaba'), matching the ground truth. Agent B hallucinated incorrect initials ('R.N. Dorrington' and 'B.D. Zaba'). Additionally, Agent A provided properly formatted references, whereas Agent B only provided raw URLs.

Evolution step

Determining Next Step...

WINNER is A. Targeting Loser Failure: WIDE.

Action: Wide+1 (Increase Context Width)

GLM-4.7

Zhipu AI

4.3s

The major digital output is the online resource titled **Tools for Demographic Estimation**. This resource serves as the modern successor to UN Manual X, resulting from the collaboration between the International Union for the Scientific Study of Population (IUSSP) and the United Nations Population Fund (UNFPA) to address demographic estimation under data-deficient conditions. Within this resource, T.A. Moultrie authored the section "Evaluation and correction of fertility data." The suggested citation for this specific section is: Moultrie, T.A. (2013). Evaluation and correction of fertility data. In T.A. Moultrie, R.E. Dorrington, A.G. Hill, K. Hill, I.M. Timæus, and B. Zaba (Eds.), *Tools for Demographic Estimation*. Paris: International Union for the Scientific Study of Population. ## References [1] International Union for the Scientific Study of Population (IUSSP). (n.d.). Tools for Demographic Estimation. Retrieved from https://demographicestimation.iussp.org/ [2] Moultrie, T.A. (2013). Evaluation and correction of fertility data. In *Tools for Demographic Estimation*. Retrieved from https://demographicestimation.iussp.org/content/evaluation-and-correction-fertility-data

Sonar Pro

Perplexity

4.4s

**Tools for Demographic Estimation** is the digital resource, a website (demographicestimation.iussp.org) from the joint IUSSP-UNFPA project updating methods for demographic estimation from limited, deficient, and defective data, directly descending from UN Manual X.[1][2][4] Within it, under "Evaluation and assessment of data," T.A. Moultrie authored the section "Evaluation and correction of fertility data."[6] **Suggested citation:** Moultrie, T.A. (2013). Evaluation and correction of fertility data. In T.A. Moultrie, R.N. Dorrington, A.G. Hill, K. Hill, I.M. Timæus & B.D. Zaba (Eds.), *Tools for Demographic Estimation*. Paris: International Union for the Scientific Study of Population (IUSSP).[2][3] (Word count: 112) ## References [1] https://iussp.org/en/tools-demographic-estimation-0 [2] https://demographicestimation.iussp.org/content/introduction-tools-demographic-estimation [3] https://demographicestimation.iussp.org/sites/default/files/sites/default/filesd6/TDE_2013_2ndImpression_0.pdf [4] https://demographicestimation.iussp.org [6] https://demographicestimation.iussp.org/content/tools-demographic-estimation