488 research outputs found
Measurement and Analysis of Bilateral Costs between China and Trading Partners Based on the Revised Gravity Model
Abstract A revised gravity model has been adopted in the thesis to measure the changes of bilateral trade costs of China and other 28 countries during 1992~ 2007.The results are as follows: China’s trade costs take on a declining trendand the bilateral trade costs between China and developed countries is lower than that of developing countries. As the trade costs between China and major trading partners take on a declining trend, which even has room for further decline, the major policy significances in this thesis are that China shall continue to excavate the way to reduce the trade costs in order tofurther enhance the export competitiveness
AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interaction
Argument generation is a challenging task in natural language processing,
which requires rigorous reasoning and proper content organization. Inspired by
recent chain-of-thought prompting that breaks down a complex task into
intermediate steps, we propose Americano, a novel framework with agent
interaction for argument generation. Our approach decomposes the generation
process into sequential actions grounded on argumentation theory, which first
executes actions sequentially to generate argumentative discourse components,
and then produces a final argument conditioned on the components. To further
mimic the human writing process and improve the left-to-right generation
paradigm of current autoregressive language models, we introduce an argument
refinement module which automatically evaluates and refines argument drafts
based on feedback received. We evaluate our framework on the task of
counterargument generation using a subset of Reddit/CMV dataset. The results
show that our method outperforms both end-to-end and chain-of-thought prompting
methods and can generate more coherent and persuasive arguments with diverse
and rich contents
Constraining primordial black holes with relativistic degrees of freedom
Scalar perturbations in the early Universe create over-dense regions that can
collapse into primordial black holes (PBH). This process emits scalar-induced
gravitational waves (SIGW) that behaves like an extra radiation component and
contributes to the relativistic degrees of freedom (). We show
that limits from cosmic microwave background (CMB) give
promising sensitivities on both the abundance of PBHs and the primordial
curvature perturbation () at small scales. We
show that {\it Planck} and ACTPol data can exclude supermassive PBHs with peak
mass as
the major component of dark matter, depending on the shape of the PBHs mass
distribution. Future CMB-S4 mission is capable of broadening this limit to a
vast PBH mass window of , covering sub-stellar masses. These limits correspond to the
enhanced sensitivity of on scales of , which is much smaller than those scales probed
by direct perturbation power spectra (CMB and large-scale structure).Comment: 7 pages, 3 figure
Solar gamma ray probe of local cosmic ray electrons
TeV-range cosmic ray electrons and positrons (CREs) have been directly
measured in the search for new physics or unknown astrophysical sources. CREs
can inverse-Compton scatter solar photons and boost their energies into gamma
ray bands. Any potential CRE excess would enhance the resultant inverse Compton
emission spectrum in the relevant energy range, offering a new window to verify
the measured CRE spectrum. In this paper, we show that an excess in the TeV
range of the CRE spectrum, such as the one indicated by the DAMPE experiment,
can induce a characteristic solar gamma ray signal. Accounting for
contamination from extragalactic gamma ray backgrounds (EGB), we forecast the
DAMPE feature is testable () with a exposure in the off-disk direction. This can be
achieved by long-exposure observations of water Cherenkov telescopes, such as
LHAASO (7.2 years) and HAWC (25.9 years).Comment: 6 pages, 4 figure
TetraÂkisÂ(μ-benzoato-κ2 O:O′)bis{[4-(diÂmethylÂamino)Âpyridine-κN 1]zinc(II)}
In the centrosymmetric binuclear title complex, [Zn2(C7H5O2)4(C7H10N2)2], the Zn atoms [Zn⋯Zn = 3.0037 (6) Å] are bridged by four benzoate ligands. Each of the Zn atoms assumes an approximately square-pyramidal environment, with four O atoms in a plane and the pyridine N atom at the apical site
LLM-FuncMapper: Function Identification for Interpreting Complex Clauses in Building Codes via LLM
As a vital stage of automated rule checking (ARC), rule interpretation of
regulatory texts requires considerable effort. However, interpreting regulatory
clauses with implicit properties or complex computational logic is still
challenging due to the lack of domain knowledge and limited expressibility of
conventional logic representations. Thus, LLM-FuncMapper, an approach to
identifying predefined functions needed to interpret various regulatory clauses
based on the large language model (LLM), is proposed. First, by systematically
analysis of building codes, a series of atomic functions are defined to capture
shared computational logics of implicit properties and complex constraints,
creating a database of common blocks for interpreting regulatory clauses. Then,
a prompt template with the chain of thought is developed and further enhanced
with a classification-based tuning strategy, to enable common LLMs for
effective function identification. Finally, the proposed approach is validated
with statistical analysis, experiments, and proof of concept. Statistical
analysis reveals a long-tail distribution and high expressibility of the
developed function database, with which almost 100% of computer-processible
clauses can be interpreted and represented as computer-executable codes.
Experiments show that LLM-FuncMapper achieve promising results in identifying
relevant predefined functions for rule interpretation. Further proof of concept
in automated rule interpretation also demonstrates the possibility of
LLM-FuncMapper in interpreting complex regulatory clauses. To the best of our
knowledge, this study is the first attempt to introduce LLM for understanding
and interpreting complex regulatory clauses, which may shed light on further
adoption of LLM in the construction domain
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