CONFERENCE ON LANGUAGE MODELING INC

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Financial Vulnerability Assessment (Tuckman-Chang)

4 risk indicators measuring financial stability and operational resilience

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Financial Trends

Organization Details

Principal Officer

CHRIS BROWN

Phone

7142131616

Tax Period

2024-02-01 to 2025-01-31

CONFERENCE ON LANGUAGE MODELING INC is a small nonprofit in the Social Science sector that reported $712K in total revenue in fiscal year 2024. The organization ran a surplus of $369K, a strong 52% operating margin.

Mission

COLM IS AN ACADEMIC VENUE FOCUSED ON THE STUDY OF LANGUAGE MODELING, BROADLY DEFINED, WITH THE GOAL OF CREATING A COMMUNITY OF RESEARCHERS WITH EXPERTISE IN DIFFERENT DISCIPLINES, FOCUSED ON UNDERSTANDING, IMPROVING, AND CRITIQUING THE DEVELOPMENT OF LM TECHNOLOGY.

Program Service Accomplishments

Program 1

Expenses: $285,475

THE ORGANIZATIONS PRESENTS AN ANNUAL CONFERENCE THAT IS ATTENDED BY SCIENTISTS AND ENGINEERS.

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Trantor Score

Financial Health Score (300–850) · Liquidity · Solvency · Sustainability · Efficiency

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Liquidity (40%) • Solvency (30%) • Sustainability (20%) • Efficiency (10%)

Financial Overview (2024)

Revenue Breakdown

Contributions & Grants $0

Program Service Revenue $712,337

Investment Income $0

Other Revenue $0

TOTAL REVENUE $712,337

Expense Breakdown

Grants Paid $0

Salaries & Benefits $0

Fundraising Expenses $0

Program Expenses $285,475

Other Expenses $343,475

TOTAL EXPENSES $343,475

Year-over-Year Comparison

	2024	2023	Change
Revenue	$712,337	N/A	N/A
Expenses	$343,475	N/A	N/A
Net Income	$368,862	N/A	N/A

Key Indicators

✗ Grants to Organizations ✗ Grants to Individuals ✗ Lobbying ✗ Political Activity ✗ Foreign Activities ✗ Donor Advised Fund ✗ Schedule B Required

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Financial Health Indicators

Comprehensive financial analysis: Altman Z-Score, liquidity, solvency, sustainability, efficiency, and growth metrics

Financial Distress Indicator

Liquidity & Cash Position

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Altman Z-Score • Liquidity Ratios • Solvency Analysis • Growth Indicators • Efficiency Metrics

Governance

Voting Members

Independent Members

Employees

N/A

Volunteers

N/A

Governance Policies

✗ Conflict of Interest Policy

✗ Whistleblower Policy

✗ Document Retention Policy

Special Practices & Reported Activities

✗ Operated a School

✗ Operated a Hospital

✗ Provided First Class Travel

✗ Reported Conflict of Interest

✗ Reported Asset Diversion

✗ Excess Benefit Transaction

✗ Made Political Expenditures

✗ Engaged in Lobbying

✗ Operated Donor Advised Fund

✗ Maintained Art Collections

✗ Filed Form 720

Compensation of Officers, Directors & Key Employees

Total Officers

Total Directors

Key Employees

Highest Compensated

reported

Name	Title	Hours/Week	Role	Reportable Comp	Other Comp	Total
YOAV ARTZI	DIRECTOR	N/A	Director	$0	$0	$0
CHRIS BROWN	PRESIDENT	N/A	Officer Director	$0	$0	$0
DANQI CHEN	DIRECTOR	N/A	Director	$0	$0	$0
YEJIN CHOI	DIRECTOR	N/A	Director	$0	$0	$0
DIPANJAN DAS	DIRECTOR	N/A	Director	$0	$0	$0
ANGELA FAN	DIRECTOR	N/A	Director	$0	$0	$0
ALICE OH	DIRECTOR	N/A	Director	$0	$0	$0
ALEXANDER RUSH	DIRECTOR	N/A	Director	$0	$0	$0
DENNY ZHOU	DIRECTOR	N/A	Director	$0	$0	$0

Note: Compensation data is self-reported by the organization on their Form 990. "Reportable Comp" includes salary, bonuses, and other reportable compensation from the organization and related organizations. "Other Comp" includes benefits, deferred compensation, and non-taxable benefits.

Historical Data

Year	Revenue	Expenses	Assets	Net Income
2025	$712,337	$343,475	$392,781	$368,862